From 4cdc87c77f7fa1d50c32f4fa3532185d70493ce6 Mon Sep 17 00:00:00 2001
From: rpopov <popovr@mdatools.net>
Date: Mon, 13 Jan 2025 12:49:46 +0200
Subject: [PATCH 01/12] Implement
 https://github.com/airbytehq/airbyte/issues/50395 discussed in
 https://github.com/airbytehq/airbyte/discussions/49971

At record extraction step, in each record add the service field $root holding a reference to:
* the root response object, when parsing JSON format
* the original record, when parsing JSONL format
that each record to process is extracted from.
More service fields could be added in future.
The service fields are available in the record's filtering and transform steps.

Avoid:
* reusing the maps/dictionaries produced, thus avoid building cyclic structures
* transforming the service fields in the Flatten transformation.

Explicitly cleanup the service field(s) after the transform step, thus making them:
* local for the filter and transform steps
* not visible to the next mapping and store steps (as they should be)
* not visible in the tests beyond the test_record_selector (as they should be)
This allows the record transformation logic to define its "local variables" to reuse
some interim calculations.

The contract of body parsing seems irregular in representing the cases of bad JSON, no JSON and empty JSON.
Cannot be unified as that that irregularity is already used.

Update the development environment setup documentation
* to organize and present the setup steps explicitly
* to avoid misunderstandings and wasted efforts.

Update CONTRIBUTING.md to
* collect and organize the knowledge on running the test locally.
* state the actual testing steps.
* clarify and make explicit the procedures and steps.

The unit, integration, and acceptance tests in this exactly version succeed under Fedora 41, while
one of them fails under Oracle Linux 8.7. not related to the contents of this PR.
The integration tests of the CDK fail due to missing `secrets/config.json` file for the Shopify source.
See https://github.com/airbytehq/airbyte-python-cdk/issues/197
---
 .../declarative/decoders/json_decoder.py      |   17 +-
 .../declarative/extractors/dpath_extractor.py |   49 +-
 .../extractors/record_extractor.py            |   27 +
 .../declarative/extractors/record_selector.py |   15 +-
 .../strategies/cursor_pagination_strategy.py  |    2 +-
 .../transformations/flatten_fields.py         |   16 +-
 docs/CONTRIBUTING.md                          |  310 ++-
 docs/RELEASES.md                              |   12 +-
 package-lock.json                             |   10 +-
 package.json                                  |    2 +-
 poetry.lock                                   | 1755 +++++++++--------
 .../declarative/decoders/test_json_decoder.py |   23 +-
 .../extractors/test_dpath_extractor.py        |   88 +-
 .../extractors/test_record_extractor.py       |   76 +
 .../extractors/test_record_selector.py        |   71 +-
 .../test_parent_state_stream.py               |    1 +
 .../retrievers/test_simple_retriever.py       |    2 +
 .../test_manifest_declarative_source.py       |    5 +-
 .../transformations/test_flatten_fields.py    |   19 +
 19 files changed, 1556 insertions(+), 944 deletions(-)
 create mode 100644 unit_tests/sources/declarative/extractors/test_record_extractor.py

diff --git a/airbyte_cdk/sources/declarative/decoders/json_decoder.py b/airbyte_cdk/sources/declarative/decoders/json_decoder.py
index cab572ef4..58af26f06 100644
--- a/airbyte_cdk/sources/declarative/decoders/json_decoder.py
+++ b/airbyte_cdk/sources/declarative/decoders/json_decoder.py
@@ -35,22 +35,19 @@ def decode(
         try:
             body_json = response.json()
             yield from self.parse_body_json(body_json)
-        except requests.exceptions.JSONDecodeError:
-            logger.warning(
-                f"Response cannot be parsed into json: {response.status_code=}, {response.text=}"
-            )
-            yield {}
+        except requests.exceptions.JSONDecodeError as ex:
+            logger.warning("Response cannot be parsed into json: %s", ex)
+            logger.debug("Response to parse: %s", response.text, exc_info=True, stack_info=True)
+            yield {}  # Keep the exiting contract
 
     @staticmethod
     def parse_body_json(
         body_json: MutableMapping[str, Any] | List[MutableMapping[str, Any]],
     ) -> Generator[MutableMapping[str, Any], None, None]:
-        if not isinstance(body_json, list):
-            body_json = [body_json]
-        if len(body_json) == 0:
-            yield {}
-        else:
+        if isinstance(body_json, list):
             yield from body_json
+        else:
+            yield from [body_json]
 
 
 @dataclass
diff --git a/airbyte_cdk/sources/declarative/extractors/dpath_extractor.py b/airbyte_cdk/sources/declarative/extractors/dpath_extractor.py
index 9c97773e3..b730db87a 100644
--- a/airbyte_cdk/sources/declarative/extractors/dpath_extractor.py
+++ b/airbyte_cdk/sources/declarative/extractors/dpath_extractor.py
@@ -9,10 +9,25 @@
 import requests
 
 from airbyte_cdk.sources.declarative.decoders import Decoder, JsonDecoder
-from airbyte_cdk.sources.declarative.extractors.record_extractor import RecordExtractor
+from airbyte_cdk.sources.declarative.extractors.record_extractor import (
+    SERVICE_KEY_PREFIX,
+    RecordExtractor,
+)
 from airbyte_cdk.sources.declarative.interpolation.interpolated_string import InterpolatedString
 from airbyte_cdk.sources.types import Config
 
+# The name of the service field to bind the response (root) in each record
+RECORD_ROOT_KEY = SERVICE_KEY_PREFIX + "root"
+
+
+def update_record(record: Any, root: Any) -> Any:
+    if isinstance(record, dict):
+        copy = {k: v for k, v in record.items()}
+        copy.update({RECORD_ROOT_KEY: root})
+    else:
+        copy = record
+    return copy
+
 
 @dataclass
 class DpathExtractor(RecordExtractor):
@@ -70,17 +85,25 @@ def __post_init__(self, parameters: Mapping[str, Any]) -> None:
 
     def extract_records(self, response: requests.Response) -> Iterable[MutableMapping[Any, Any]]:
         for body in self.decoder.decode(response):
-            if len(self._field_path) == 0:
-                extracted = body
+            if body == {}:
+                # An empty/invalid JSON parsed, keep the contract
+                yield {}
             else:
-                path = [path.eval(self.config) for path in self._field_path]
-                if "*" in path:
-                    extracted = dpath.values(body, path)
+                root_response = body
+                if len(self._field_path) == 0:
+                    extracted = body
                 else:
-                    extracted = dpath.get(body, path, default=[])  # type: ignore # extracted will be a MutableMapping, given input data structure
-            if isinstance(extracted, list):
-                yield from extracted
-            elif extracted:
-                yield extracted
-            else:
-                yield from []
+                    path = [path.eval(self.config) for path in self._field_path]
+                    if "*" in path:
+                        extracted = dpath.values(body, path)
+                    else:
+                        extracted = dpath.get(body, path, default=[])  # type: ignore # extracted will be a MutableMapping, given input data structure
+                if isinstance(extracted, list):
+                    for record in extracted:
+                        yield update_record(record, root_response)
+                elif isinstance(extracted, dict):
+                    yield update_record(extracted, root_response)
+                elif extracted:
+                    yield extracted
+                else:
+                    yield from []
diff --git a/airbyte_cdk/sources/declarative/extractors/record_extractor.py b/airbyte_cdk/sources/declarative/extractors/record_extractor.py
index 5de6a84a7..e7b10314a 100644
--- a/airbyte_cdk/sources/declarative/extractors/record_extractor.py
+++ b/airbyte_cdk/sources/declarative/extractors/record_extractor.py
@@ -7,6 +7,33 @@
 
 import requests
 
+# Convention:
+# - The record extractors may leave service fields bound in the extracted records (mappings).
+# - The names (keys) of the service fields have the value of SERVICE_KEY_PREFIX as their prefix.
+# - The service fields are kept only during the record's filtering and transormation.
+SERVICE_KEY_PREFIX = "$"
+
+
+def exclude_service_keys(mapping: Mapping[str, Any]) -> Mapping[str, Any]:
+    return {k: v for k, v in mapping.items() if not is_service_key(k)}
+
+
+def remove_service_keys(mapping: dict[str, Any]):  # type: ignore[no-untyped-def]
+    """
+    Modify the parameter by removing the service keys from it.
+    """
+    for key in list(mapping.keys()):
+        if is_service_key(key):
+            mapping.pop(key)
+
+
+def is_service_key(key: str) -> bool:
+    return key.find(SERVICE_KEY_PREFIX) == 0
+
+
+def assert_service_keys_exist(mapping: Mapping[str, Any]):  # type: ignore[no-untyped-def]
+    assert mapping != exclude_service_keys(mapping), "The mapping should contain service keys"
+
 
 @dataclass
 class RecordExtractor:
diff --git a/airbyte_cdk/sources/declarative/extractors/record_selector.py b/airbyte_cdk/sources/declarative/extractors/record_selector.py
index f29b8a75a..96c81ea22 100644
--- a/airbyte_cdk/sources/declarative/extractors/record_selector.py
+++ b/airbyte_cdk/sources/declarative/extractors/record_selector.py
@@ -8,7 +8,10 @@
 import requests
 
 from airbyte_cdk.sources.declarative.extractors.http_selector import HttpSelector
-from airbyte_cdk.sources.declarative.extractors.record_extractor import RecordExtractor
+from airbyte_cdk.sources.declarative.extractors.record_extractor import (
+    RecordExtractor,
+    exclude_service_keys,
+)
 from airbyte_cdk.sources.declarative.extractors.record_filter import RecordFilter
 from airbyte_cdk.sources.declarative.extractors.type_transformer import (
     TypeTransformer as DeclarativeTypeTransformer,
@@ -106,7 +109,8 @@ def filter_and_transform(
         """
         filtered_data = self._filter(all_data, stream_state, stream_slice, next_page_token)
         transformed_data = self._transform(filtered_data, stream_state, stream_slice)
-        normalized_data = self._normalize_by_schema(transformed_data, schema=records_schema)
+        no_service_fields_data = self._remove_service_keys(transformed_data)
+        normalized_data = self._normalize_by_schema(no_service_fields_data, schema=records_schema)
         for data in normalized_data:
             yield Record(data=data, stream_name=self.name, associated_slice=stream_slice)
 
@@ -154,3 +158,10 @@ def _transform(
                     stream_slice=stream_slice,
                 )
             yield record
+
+    def _remove_service_keys(
+        self, records: Iterable[Mapping[str, Any]]
+    ) -> Iterable[Mapping[str, Any]]:
+        for record in records:
+            clean_record = exclude_service_keys(record)
+            yield clean_record
diff --git a/airbyte_cdk/sources/declarative/requesters/paginators/strategies/cursor_pagination_strategy.py b/airbyte_cdk/sources/declarative/requesters/paginators/strategies/cursor_pagination_strategy.py
index e35c84c7c..adcbca393 100644
--- a/airbyte_cdk/sources/declarative/requesters/paginators/strategies/cursor_pagination_strategy.py
+++ b/airbyte_cdk/sources/declarative/requesters/paginators/strategies/cursor_pagination_strategy.py
@@ -70,7 +70,7 @@ def next_page_token(
         last_record: Optional[Record],
         last_page_token_value: Optional[Any] = None,
     ) -> Optional[Any]:
-        decoded_response = next(self.decoder.decode(response))
+        decoded_response = next(self.decoder.decode(response), {})
 
         # The default way that link is presented in requests.Response is a string of various links (last, next, etc). This
         # is not indexable or useful for parsing the cursor, so we replace it with the link dictionary from response.links
diff --git a/airbyte_cdk/sources/declarative/transformations/flatten_fields.py b/airbyte_cdk/sources/declarative/transformations/flatten_fields.py
index 0cc30839a..7f2089818 100644
--- a/airbyte_cdk/sources/declarative/transformations/flatten_fields.py
+++ b/airbyte_cdk/sources/declarative/transformations/flatten_fields.py
@@ -5,6 +5,7 @@
 from dataclasses import dataclass
 from typing import Any, Dict, Optional
 
+from airbyte_cdk.sources.declarative.extractors.record_extractor import is_service_key
 from airbyte_cdk.sources.declarative.transformations import RecordTransformation
 from airbyte_cdk.sources.types import Config, StreamSlice, StreamState
 
@@ -32,12 +33,15 @@ def flatten_record(self, record: Dict[str, Any]) -> Dict[str, Any]:
 
             if isinstance(current_record, dict):
                 for current_key, value in current_record.items():
-                    new_key = (
-                        f"{parent_key}.{current_key}"
-                        if (current_key in transformed_record or force_with_parent_name)
-                        else current_key
-                    )
-                    stack.append((value, new_key))
+                    if not is_service_key(current_key):
+                        new_key = (
+                            f"{parent_key}.{current_key}"
+                            if (current_key in transformed_record or force_with_parent_name)
+                            else current_key
+                        )
+                        stack.append((value, new_key))
+                    else:  # transfer the service fields without change
+                        transformed_record[current_key] = value
 
             elif isinstance(current_record, list):
                 for i, item in enumerate(current_record):
diff --git a/docs/CONTRIBUTING.md b/docs/CONTRIBUTING.md
index 1b29f22a1..5e7872cdb 100644
--- a/docs/CONTRIBUTING.md
+++ b/docs/CONTRIBUTING.md
@@ -5,7 +5,7 @@ Learn how you can become a contributor to the Airbyte Python CDK.
 Thank you for being interested in contributing to Airbyte Python CDK! Here are some guidelines to get you started:
 
 - We adhere to the Airbyte [code of conduct](https://docs.airbyte.com/community/code-of-conduct).
-- You can contribute by reporting bugs, posting github discussions, opening issues, improving docs, and submitting pull requests with bugfixes and new features alike.
+- You can contribute by reporting bugs, posting GitHub discussions, opening issues, improving docs, and submitting pull requests with bug fixes and new features.
 - If you're changing the code, please add unit tests for your change.
 - When submitting issues or PRs, please add a small reproduction project. Using the changes in your connector and providing that connector code as an example (or a satellite PR) helps!
 
@@ -14,39 +14,259 @@ Thank you for being interested in contributing to Airbyte Python CDK! Here are s
 Here are some tips to get started using the project dependencies and development tools:
 
 1. Clone the CDK repo. If you will be testing connectors, you should clone the CDK into the same parent directory as `airbytehq/airbyte`, which contains the connector definitions.
-1. Make sure [Poetry is installed](https://python-poetry.org/docs/#).
-1. Run `poetry install --all-extras`.
-1. Unit tests can be run via `poetry run pytest`.
-1. You can use "Poe" tasks to perform common actions such as lint checks (`poetry run poe lint`), autoformatting (`poetry run poe format-fix`), etc. For a list of tasks you can run, try `poetry run poe list`.
+2. Make sure your Python version is 3.10 or 3.11
 
-Note that installing all extras is required to run the full suite of unit tests.
+Fedora 41:
 
-## Working with Poe Tasks
+```bash
+sudo dnf install python3.11
+```
 
-The Airbyte CDK uses [Poe the Poet](https://poethepoet.natn.io/) to define common development task. You can run `poetry run poe list` to see all available tasks. This will work after `poetry install --all-extras` without any additional installations.
+2. [Install pip](https://pip.pypa.io/en/stable/installation/)
 
-Optionally, if you can [pre-install Poe](https://poethepoet.natn.io/installation.html) with `pipx install poethepoet` and then you will be able to run Poe tasks with the shorter `poe TASKNAME` syntax instead of `poetry run poe TASKNAME`.
+Fedora 41:
 
-## Running tests locally
+```bash
+sudo dnf install pip
+```
 
-- Iterate on the CDK code locally.
-- Run tests via `poetry run poe pytest`, or `python -m pytest -s unit_tests` if you want to pass pytest options.
-- Run `poetry run pytest-fast` to run the subset of PyTest tests which are not flagged as `slow`. (Should take <5 min for fast tests only.)
-- Run `poetry run poe check-local` to lint all code, type-check modified code, and run unit tests with coverage in one command.
+3. [Install pipx](https://pipx.pypa.io/stable/installation/)
+
+Fedora 41:
+
+```bash
+sudo dnf install pipx
+```
+
+4. [Install Poetry](https://python-poetry.org/docs/#):
+
+```bash
+pipx install poetry
+```
+
+or
+
+```bash
+curl -sSL https://install.python-poetry.org | python3 -
+```
+Fedora 41:
+
+```bash
+sudo dnf install poetry
+```
+
+5. In the **airbyte-python-cdk project** install [Poe the Poet](https://poethepoet.natn.io/) and unit tests' prerequisites:
+
+```bash
+poetry install --all-extras
+```
+
+6. If your operating system is RHEL or compatible, execute:
+
+```bash
+# just for the current session, until restart
+sudo modprobe iptable_nat
+
+# include the nat module to survive restart
+echo iptable_nat | sudo tee -a /etc/modules-load.d/modules
+```
+
+See also:
+
+- [Dager-Podman Integration](https://blog.playgroundtech.io/introduction-to-dagger-6ab55ee28723)
+- [CDK Issue 197](https://github.com/airbytehq/airbyte-python-cdk/issues/197)
+
+7. Make sure Docker is installed locally, instead of Podman
+   See also:
+
+- [CDK Issue 197](https://github.com/airbytehq/airbyte-python-cdk/issues/197)
 
-To see all available scripts, run `poetry run poe`.
+8. Edit airbyte/airbyte-integrations/connectors/source-shopify/acceptance-test-config.yml and change:
 
-## Formatting Code
+```
+   connector_image: airbyte/source-shopify:dev    to    connector_image: airbyte/source-shopify:<version>
+```
+
+where the **version** comes from airbyte/airbyte-integrations/connectors/source-shopify/metadata.yaml, as
+the value of the **dockerImageTag** parameter.
+
+## Local development
 
 - Iterate on the CDK code locally.
-- Run `poetry run poe format-fix` to auto-fix formatting issues.
-- If you only want to format Python code (excluding markdown, yaml, etc.), you can use `poetry run ruff format` to autoformat your Python code.
 
-To see all available `ruff` options, run `poetry run ruff`.
+### Run Unit Tests
+
+- `poetry run pytest` to run all unit tests.
+- `poetry run pytest -k <suite or test name>` to run specific unit tests.
+- `poetry run pytest-fast` to run the subset of PyTest tests, which are not flagged as `slow`. (It should take <5 min for fast tests only.)
+- `python -m pytest -s unit_tests` if you want to pass pytest options.
+
+### Run Code Formatting
+
+- `poetry run ruff check .` to report the formatting issues.
+- `poetry run ruff check --fix` to fix the formatting issues.
+- `poetry run ruff format` to format your Python code.
+
+### Run Code Linting
+
+- `poetry run poe lint` for lint checks.
+- `poetry run poe check-local` to lint all code, type-check modified code, and run unit tests with coverage in one command.
+- `poetry run mypy --config-file mypy.ini airbyte_cdk` to validate the code. Resolve the reported issues.
+
+### More tools and options
+
+To see all available scripts and options, run:
+
+- `poetry run ruff`
+- `poetry run pytest --help`
+- `poetry run poe`
+
+### Test locally CDK Changes against Connectors (integration tests)
+
+When developing a new feature in the CDK, you may find it necessary:
+
+- to run a connector that uses that new feature
+- or use an existing connector to validate a new feature
+- or fix it in the CDK.
+
+In this project, the [GitHub pipelines](.github/workflows/connector-tests.yml) run such tests against the Shopify source as **integration tests**.
+
+**Assumptions:**
+
+- The test connector is in the [Airbyte project](https://github.com/airbytehq/airbyte).
+- The [Airbyte project](https://github.com/airbytehq/airbyte) is checked out in `airbyte` directory.
+- The [CDK development](https://github.com/airbytehq/airbyte-python-cdk) project is checked out in the `airbyte-python-cdk` directory - a sibling of the `airbyte` directory.
+
+**Preparation steps**
+
+- In the `airbyte` project run:
+
+```bash
+cd airbyte/airbyte-integrations/bases/connector-acceptance-test/
+poetry install
+```
+
+- Edit the `airbyte/airbyte-integrations/connectors/<test connector>/pyproject.toml` file.
+  Replace the line with `airbyte_cdk` with the following (see the assumptions above):
+
+```toml
+airbyte_cdk = { path = "../../../../airbyte-python-cdk", develop = true }
+```
+
+- In `airbyte/airbyte-integrations/connectors/<test connector>` reinstall `airbyte_cdk` from your local working directory:
+
+```bash
+cd airbyte/airbyte-integrations/connectors/<test connector>
+poetry install
+```
+
+- In `airbyte/airbyte-integrations/connectors/<test connector>/` create the `secrets/config.json` file.
+  For example, use the Shopify connector for the integration test:
+  - Register in shopify.com as of [Shopify test connector](https://docs.airbyte.com/integrations/sources/shopify):
+  - Use the generated **Admin API Access Token** as the API **password** in the configuration file.
+  - On the **Settings / Domains** page find the subdomain of _myshopify.com_ and use it as the **shop** in the configuration file.
+    Example:
+    `     domain: nw0ipt-vr.myshopify.com
+    shop: nw0ipt-vr
+    `
+    Example contents:
+
+```json
+{
+  "shop": "nw0ipt-vr",
+  "start_date": "2020-11-01",
+  "credentials": {
+    "auth_method": "api_password",
+    "api_password": "shpat_XXXXXXXXXXX"
+  }
+}
+```
+
+- See also:
+  - [Acceptance Tests Reference](https://docs.airbyte.com/connector-development/testing-connectors/connector-acceptance-tests-reference)
+  - [Connector Acceptance Tests](https://github.com/airbytehq/airbyte/blob/master/airbyte-integrations/bases/connector-acceptance-test/README.md)
+
+**Steps:**
+
+- Run the connector's tests (see the connector's README.md)
+
+```bash
+cd airbyte/airbyte-integrations/connectors/<connector name>
+
+poetry run <connector name> spec
+poetry run <connector name> check --config secrets/config.json
+poetry run <connector name> discover --config secrets/config.json
+poetry run <connector name> read --config secrets/config.json --catalog integration_tests/<connector name>.json
+poetry run pytest
+```
+
+Example:
+
+```bash
+cd airbyte/airbyte-integrations/connectors/source-shopify
+
+poetry run source-shopify spec
+poetry run source-shopify check --config secrets/config.json
+poetry run source-shopify discover --config secrets/config.json
+poetry run source-shopify read --config secrets/config.json --catalog integration_tests/configured_catalog.json
+poetry run pytest
+```
+
+- Run the acceptance tests locally:
+
+```bash
+cd airbyte/airbyte-integrations/bases/connector-acceptance-test
+
+poetry run pytest -p connector_acceptance_test.plugin --acceptance-test-config=../../connectors/<connector name>
+```
+
+Example:
+
+```bash
+poetry run pytest -p connector_acceptance_test.plugin --acceptance-test-config=../../connectors/source-shopify
+
+# or with debug option:
+poetry run pytest -p connector_acceptance_test.plugin --acceptance-test-config=../../connectors/source-shopify --pdb
+
+# or with timeout option:
+poetry run pytest -p connector_acceptance_test.plugin --acceptance-test-config=../../connectors/source-shopify --timeout=30
+```
+
+- When testing is complete, revert your test changes.
+
+### Test CDK Changes against Connectors
+
+**Preparation steps**
+
+- Install the [`airbyte-ci` CLI](https://github.com/airbytehq/airbyte/blob/master/airbyte-ci/connectors/pipelines/README.md)
+
+**Steps:**
+
+- Build your connector image with the local CDK using:
+
+```bash
+cd airbyte
+airbyte-ci connectors --use-local-cdk --name=<CONNECTOR> build
+```
+
+- Use the `test` command with `--use-local-cdk` to run the full set of connector tests, including connector acceptance tests (CAT) and the connector's unit tests:
+
+```bash
+cd airbyte
+airbyte-ci connectors --use-local-cdk --name=<CONNECTOR> test
+```
+
+Note that the local CDK is injected at build time, so if you make changes, you must rerun the build command to see them reflected.
+
+## Working with Poe Tasks
+
+The Airbyte CDK defines common development tasks using [Poe the Poet](https://poethepoet.natn.io/). You can run `poetry run poe list` to see all available tasks. This will work after `poetry install --all-extras` without additional installations.
+
+Optionally, if you can [pre-install Poe](https://poethepoet.natn.io/installation.html) with `pipx install poethepoet` and then you will be able to run Poe tasks with the shorter `poe TASKNAME` syntax instead of `poetry run poe TASKNAME`.
 
 ## Auto-Generating the Declarative Schema File
 
-Low-code CDK models are generated from `sources/declarative/declarative_component_schema.yaml`. If the iteration you are working on includes changes to the models or the connector generator, you may need to regenerate them. In order to do that, you can run:
+Low-code CDK models are generated from `sources/declarative/declarative_component_schema.yaml`. If the iteration you are working on includes changes to the models or the connector generator, you may need to regenerate them. To do that, you can run:
 
 ```bash
 poetry run poe build
@@ -60,17 +280,17 @@ Documentation auto-gen code lives in the `/docs` folder. Based on the doc string
 
 To generate the documentation, run `poe docs-generate` or to build and open the docs preview in one step, run `poe docs-preview`.
 
-The `docs-generate` Poe task is mapped to the `run()` function of `docs/generate.py`. Documentation pages will be generated in the `docs/generated` folder (ignored by git). You can also download auto-generated API docs for any GitHub push by navigating to the "Summary" tab of the docs generation check in GitHub Actions.
+The `docs-generate` Poe task is mapped to the `run()` function of `docs/generate.py`. Documentation pages will be generated in the `docs/generated` folder (ignored by git). You can also download auto-generated API docs for any GitHub push by navigating to the "Summary" tab of the docs generation check-in GitHub Actions.
 
 ## Release Management
 
-Please see the [Release Management](./RELEASES.md) guide for information on how to perform releases and pre-releases.
+Please have a look at the [Release Management](./RELEASES.md) guide for information on performing releases and pre-releases.
 
 ## FAQ
 
 ### Q: Who are "maintainers"?
 
-For the purpose of this documentation, "maintainers" are those who have write permissions (or higher) on the repo. Generally these are Airbyte team members.
+For this documentation, "maintainers" are those who have write permissions (or higher) on the repo. Generally, these are Airbyte team members.
 
 ### Q: Where should connectors put integration tests?
 
@@ -81,7 +301,7 @@ Only tests within the `unit_tests` directory will be run by `airbyte-ci`. If you
 Only Airbyte CDK maintainers can run slash commands. The most common slash commands are as follows:
 
 - `/autofix`- Corrects any linting or formatting issues and commits the change back to the repo.
-- `/poetry-lock` - Re-locks dependencies and updates the `poetry.lock` file, then commits the changes back to the repo. This is helpful after merging in updates from main, or when creating a PR in the browser - such as for version bumps or dependency updates directly in the PR.
+- `/poetry-lock` - Re-locks dependencies and updates the `poetry.lock` file, then commits the changes back to the repo. This is helpful after merging in updates from main or when creating a PR in the browser - such as for version bumps or dependency updates directly in the PR.
 
 The full list of available slash commands can be found in the [slash command dispatch file](https://github.com/airbytehq/airbyte-python-cdk/blob/main/.github/workflows/slash_command_dispatch.yml#L21-L25).
 
@@ -89,7 +309,7 @@ The full list of available slash commands can be found in the [slash command dis
 
 ## Using MockServer in Place of Direct API Access
 
-There may be a time when you do not have access to the API (either because you don't have the credentials, network access, etc...) You will probably still want to do end-to-end testing at least once. In order to do so, you can emulate the server you would be reaching using a server stubbing tool.
+There may be a time when you do not have access to the API (either because you don't have the credentials, network access, etc...) You will probably still want to do end-to-end testing at least once. To do so, you can emulate the server you would be reaching using a server stubbing tool.
 
 For example, using [MockServer](https://www.mock-server.com/), you can set up an expectation file like this:
 
@@ -105,49 +325,15 @@ For example, using [MockServer](https://www.mock-server.com/), you can set up an
 }
 ```
 
-Assuming this file has been created at `secrets/mock_server_config/expectations.json`, running the following command will allow to match any requests on path `/data` to return the response defined in the expectation file:
+Assuming this file has been created at `secrets/mock_server_config/expectations.json`, running the following command will allow matching any requests on path `/data` to return the response defined in the expectation file:
 
 ```bash
 docker run -d --rm -v $(pwd)/secrets/mock_server_config:/config -p 8113:8113 --env MOCKSERVER_LOG_LEVEL=TRACE --env MOCKSERVER_SERVER_PORT=8113 --env MOCKSERVER_WATCH_INITIALIZATION_JSON=true --env MOCKSERVER_PERSISTED_EXPECTATIONS_PATH=/config/expectations.json --env MOCKSERVER_INITIALIZATION_JSON_PATH=/config/expectations.json mockserver/mockserver:5.15.0
 ```
 
-HTTP requests to `localhost:8113/data` should now return the body defined in the expectations file. To test this, the implementer either has to change the code which defines the base URL for Python source or update the `url_base` from low-code. With the Connector Builder running in docker, you will have to use domain `host.docker.internal` instead of `localhost` as the requests are executed within docker.
-
-## Testing Connectors against local CDK Changes
-
-When developing a new feature in the CDK, you will sometimes find it necessary to run a connector that uses that new feature, or to use an existing connector to validate some new feature or fix in the CDK.
-
-### Option 1: Installing your local CDK into a local Python connector
-
-Open the connector's `pyproject.toml` file and replace the line with `airbyte_cdk` with the following:
-
-```toml
-airbyte_cdk = { path = "../../../../airbyte-python-cdk", develop = true }
-```
-
-Then, running `poetry update` should reinstall `airbyte_cdk` from your local working directory. When testing is complete and you've published the CDK update, remember to revert your change and bump to the latest CDK version before re-publishing the connector.
-
-### Option 2: Build and Test Connectors Using `airbyte-ci --use-local-cdk`
-
-_Pre-requisite: Install the [`airbyte-ci` CLI](https://github.com/airbytehq/airbyte/blob/master/airbyte-ci/connectors/pipelines/README.md)_
-
-You can build your connector image with the local CDK using
-
-```bash
-# from the airbytehq/airbyte base directory
-airbyte-ci connectors --use-local-cdk --name=<CONNECTOR> build
-```
-
-Or use the `test` command with `--use-local-cdk` to run the full set of connector tests, including connector acceptance tests (CAT) and the connector's own unit tests:
-
-```bash
-# from the airbytehq/airbyte base directory
-airbyte-ci connectors --use-local-cdk --name=<CONNECTOR> build
-```
-
-Note that the local CDK is injected at build time, so if you make changes, you will have to run the build command again to see them reflected.
+HTTP requests to `localhost:8113/data` should now return the body defined in the expectations file. To test this, the implementer either has to change the code that defines the base URL for the Python source or update the `url_base` from low-code. With the Connector Builder running in docker, you will have to use domain `host.docker.internal` instead of `localhost` as the requests are executed within docker.
 
-#### Running Connector Acceptance Tests for a single connector in Docker with your local CDK installed
+## Running Connector Acceptance Tests for a single connector in Docker with your local CDK installed
 
 _Pre-requisite: Install the
 [`airbyte-ci` CLI](https://github.com/airbytehq/airbyte/blob/master/airbyte-ci/connectors/pipelines/README.md)_
diff --git a/docs/RELEASES.md b/docs/RELEASES.md
index cf74d4232..bc9569c84 100644
--- a/docs/RELEASES.md
+++ b/docs/RELEASES.md
@@ -9,9 +9,9 @@ A few seconds after any PR is merged to `main` , a release draft will be created
 3. Optionally tweak the text in the release notes - for instance to call out contributors, to make a specific change more intuitive for readers to understand, or to move updates into a different category than they were assigned by default. (Note: You can also do this retroactively after publishing the release.)
 4. Publish the release by pressing the “Publish release” button.
 
-*Note:*
+_Note:_
 
-- *Only maintainers can see release drafts. Non-maintainers will only see published releases.*
+- _Only maintainers can see release drafts. Non-maintainers will only see published releases._
 - If you create a tag on accident that you need to remove, contact a maintainer to delete the tag and the release.
 - You can monitor the PyPI release process here in the GitHub Actions view: https://github.com/airbytehq/airbyte-python-cdk/actions/workflows/pypi_publish.yml
 
@@ -49,7 +49,7 @@ The first option is to look in the `declarative_manifest_image_version` database
 
 If that is not available as an option, you can run an Builder-created connector in Cloud and note the version number printed in the logs. Warning: this may not be indicative if that connector instance has been manually pinned to a specific version.
 
-TODO: Would be great to find a way to inspect directly without requiring direct prod DB access. 
+TODO: Would be great to find a way to inspect directly without requiring direct prod DB access.
 
 ### How to pretest changes to SDM images manually
 
@@ -57,15 +57,15 @@ To manually test changes against a dev image of SDM before committing to a relea
 
 #### Pretesting Manifest-Only connectors
 
-Once the publish pipeline has completed, choose a connector to test. Set the base_image in the connector's metadata to your pre-release version in Dockerhub (make sure to update the SHA as well). 
-Next, build the pre-release image locally using `airbyte-ci connectors —name=<source> build`. 
+Once the publishing pipeline has completed, choose a connector to test. Set the base_image in the connector's metadata to your pre-release version in Dockerhub (make sure to update the SHA as well).
+Next, build the pre-release image locally using `airbyte-ci connectors —name=<source> build`.
 You can now run connector interfaces against the built image using the pattern
`docker run airbyte/<source-name>:dev <spec/check/discover/read>`.
 The connector's README should include a list of these commands, which can be copy/pasted and run from the connector's directory for quick testing against a local config.
 You can also run `airbyte-ci connectors —name=<source> test` to run the CI test suite against the dev image.
 
 #### Pretesting Low-Code Python connectors
 
-Once the publish pipeline has completed, set the version of `airbyte-cdk` in the connector's pyproject.toml file to the pre-release version in PyPI. 
+Once the publish pipeline has completed, set the version of `airbyte-cdk` in the connector's pyproject.toml file to the pre-release version in PyPI.
 Update the lockfile and run connector interfaces via poetry:
`poetry run source-<name> spec/check/discover/read`.
 You can also run `airbyte-ci connectors —name=<source> test` to run the CI test suite against the dev image.


 
diff --git a/package-lock.json b/package-lock.json
index fb5853316..98dcdda3b 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -1,17 +1,17 @@
 {
-  "name": "airbyte-python-cdk-test",
+  "name": "airbyte-python-cdk",
   "lockfileVersion": 3,
   "requires": true,
   "packages": {
     "": {
       "dependencies": {
-        "prettier": "^3.3.3"
+        "prettier": "^3.4.2"
       }
     },
     "node_modules/prettier": {
-      "version": "3.3.3",
-      "resolved": "https://registry.npmjs.org/prettier/-/prettier-3.3.3.tgz",
-      "integrity": "sha512-i2tDNA0O5IrMO757lfrdQZCc2jPNDVntV0m/+4whiDfWaTKfMNgR7Qz0NAeGz/nRqF4m5/6CLzbP4/liHt12Ew==",
+      "version": "3.4.2",
+      "resolved": "https://registry.npmjs.org/prettier/-/prettier-3.4.2.tgz",
+      "integrity": "sha512-e9MewbtFo+Fevyuxn/4rrcDAaq0IYxPGLvObpQjiZBMAzB9IGmzlnG9RZy3FFas+eBMu2vA0CszMeduow5dIuQ==",
       "bin": {
         "prettier": "bin/prettier.cjs"
       },
diff --git a/package.json b/package.json
index 1dafaf197..bd38c0741 100644
--- a/package.json
+++ b/package.json
@@ -1,5 +1,5 @@
 {
   "dependencies": {
-    "prettier": "^3.3.3"
+    "prettier": "^3.4.2"
   }
 }
diff --git a/poetry.lock b/poetry.lock
index 3fdd1acca..7c45c232d 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,9 +1,10 @@
-# This file is automatically @generated by Poetry 1.8.5 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.4.0 and should not be changed by hand.
 
 [[package]]
 name = "aiohappyeyeballs"
 version = "2.4.4"
 description = "Happy Eyeballs for asyncio"
+category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -13,87 +14,88 @@ files = [
 
 [[package]]
 name = "aiohttp"
-version = "3.11.10"
+version = "3.11.11"
 description = "Async http client/server framework (asyncio)"
+category = "main"
 optional = true
 python-versions = ">=3.9"
 files = [
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+    {file = "aiohttp-3.11.11.tar.gz", hash = "sha256:bb49c7f1e6ebf3821a42d81d494f538107610c3a705987f53068546b0e90303e"},
 ]
 
 [package.dependencies]
@@ -113,6 +115,7 @@ speedups = ["Brotli", "aiodns (>=3.2.0)", "brotlicffi"]
 name = "aiosignal"
 version = "1.3.2"
 description = "aiosignal: a list of registered asynchronous callbacks"
+category = "main"
 optional = true
 python-versions = ">=3.9"
 files = [
@@ -127,6 +130,7 @@ frozenlist = ">=1.1.0"
 name = "airbyte-protocol-models-dataclasses"
 version = "0.14.1"
 description = "Declares the Airbyte Protocol using Python Dataclasses. Dataclasses in Python have less performance overhead compared to Pydantic models, making them a more efficient choice for scenarios where speed and memory usage are critical"
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -138,6 +142,7 @@ files = [
 name = "annotated-types"
 version = "0.7.0"
 description = "Reusable constraint types to use with typing.Annotated"
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -149,6 +154,7 @@ files = [
 name = "anyio"
 version = "4.7.0"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
+category = "main"
 optional = true
 python-versions = ">=3.9"
 files = [
@@ -171,6 +177,7 @@ trio = ["trio (>=0.26.1)"]
 name = "async-timeout"
 version = "4.0.3"
 description = "Timeout context manager for asyncio programs"
+category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
@@ -182,6 +189,7 @@ files = [
 name = "asyncio"
 version = "3.4.3"
 description = "reference implementation of PEP 3156"
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -195,6 +203,7 @@ files = [
 name = "attributes-doc"
 version = "0.4.0"
 description = "PEP 224 implementation"
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -206,6 +215,7 @@ files = [
 name = "attrs"
 version = "24.3.0"
 description = "Classes Without Boilerplate"
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -225,6 +235,7 @@ tests-mypy = ["mypy (>=1.11.1)", "pytest-mypy-plugins"]
 name = "avro"
 version = "1.11.3"
 description = "Avro is a serialization and RPC framework."
+category = "main"
 optional = true
 python-versions = ">=3.6"
 files = [
@@ -239,6 +250,7 @@ zstandard = ["zstandard"]
 name = "backoff"
 version = "2.2.1"
 description = "Function decoration for backoff and retry"
+category = "main"
 optional = false
 python-versions = ">=3.7,<4.0"
 files = [
@@ -250,6 +262,7 @@ files = [
 name = "beautifulsoup4"
 version = "4.12.3"
 description = "Screen-scraping library"
+category = "main"
 optional = true
 python-versions = ">=3.6.0"
 files = [
@@ -271,6 +284,7 @@ lxml = ["lxml"]
 name = "bracex"
 version = "2.5.post1"
 description = "Bash style brace expander."
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -282,6 +296,7 @@ files = [
 name = "cachetools"
 version = "5.5.0"
 description = "Extensible memoizing collections and decorators"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -293,6 +308,7 @@ files = [
 name = "cattrs"
 version = "24.1.2"
 description = "Composable complex class support for attrs and dataclasses."
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -319,6 +335,7 @@ ujson = ["ujson (>=5.7.0)"]
 name = "certifi"
 version = "2024.12.14"
 description = "Python package for providing Mozilla's CA Bundle."
+category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -330,6 +347,7 @@ files = [
 name = "cffi"
 version = "1.17.1"
 description = "Foreign Function Interface for Python calling C code."
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -409,6 +427,7 @@ pycparser = "*"
 name = "chardet"
 version = "5.2.0"
 description = "Universal encoding detector for Python 3"
+category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
@@ -418,127 +437,116 @@ files = [
 
 [[package]]
 name = "charset-normalizer"
-version = "3.4.0"
+version = "3.4.1"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
+category = "main"
 optional = false
-python-versions = ">=3.7.0"
+python-versions = ">=3.7"
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 [[package]]
 name = "click"
-version = "8.1.7"
+version = "8.1.8"
 description = "Composable command line interface toolkit"
+category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -548,6 +556,7 @@ colorama = {version = "*", markers = "platform_system == \"Windows\""}
 name = "cohere"
 version = "4.21"
 description = ""
+category = "main"
 optional = true
 python-versions = ">=3.7,<4.0"
 files = [
@@ -567,6 +576,7 @@ urllib3 = ">=1.26,<3"
 name = "colorama"
 version = "0.4.6"
 description = "Cross-platform colored terminal text."
+category = "main"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
 files = [
@@ -578,6 +588,7 @@ files = [
 name = "contourpy"
 version = "1.3.1"
 description = "Python library for calculating contours of 2D quadrilateral grids"
+category = "main"
 optional = true
 python-versions = ">=3.10"
 files = [
@@ -649,73 +660,74 @@ test-no-images = ["pytest", "pytest-cov", "pytest-rerunfailures", "pytest-xdist"
 
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 name = "coverage"
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+version = "7.6.10"
 description = "Code coverage measurement for Python"
+category = "dev"
 optional = false
 python-versions = ">=3.9"
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 [package.dependencies]
@@ -728,6 +740,7 @@ toml = ["tomli"]
 name = "cramjam"
 version = "2.9.1"
 description = "Thin Python bindings to de/compression algorithms in Rust"
+category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -830,6 +843,7 @@ dev = ["black (==22.3.0)", "hypothesis", "numpy", "pytest (>=5.30)", "pytest-ben
 name = "cryptography"
 version = "43.0.3"
 description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -879,6 +893,7 @@ test-randomorder = ["pytest-randomly"]
 name = "cycler"
 version = "0.12.1"
 description = "Composable style cycles"
+category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -894,6 +909,7 @@ tests = ["pytest", "pytest-cov", "pytest-xdist"]
 name = "dataclasses-json"
 version = "0.6.7"
 description = "Easily serialize dataclasses to and from JSON."
+category = "main"
 optional = true
 python-versions = "<4.0,>=3.7"
 files = [
@@ -909,6 +925,7 @@ typing-inspect = ">=0.4.0,<1"
 name = "dpath"
 version = "2.2.0"
 description = "Filesystem-like pathing and searching for dictionaries"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -920,6 +937,7 @@ files = [
 name = "dunamai"
 version = "1.23.0"
 description = "Dynamic version generation"
+category = "main"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -934,6 +952,7 @@ packaging = ">=20.9"
 name = "emoji"
 version = "2.14.0"
 description = "Emoji for Python"
+category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
@@ -948,6 +967,7 @@ dev = ["coverage", "pytest (>=7.4.4)"]
 name = "et-xmlfile"
 version = "2.0.0"
 description = "An implementation of lxml.xmlfile for the standard library"
+category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -959,6 +979,7 @@ files = [
 name = "exceptiongroup"
 version = "1.2.2"
 description = "Backport of PEP 654 (exception groups)"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -973,6 +994,7 @@ test = ["pytest (>=6)"]
 name = "fastavro"
 version = "1.8.2"
 description = "Fast read/write of AVRO files"
+category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -1013,6 +1035,7 @@ zstandard = ["zstandard"]
 name = "filetype"
 version = "1.2.0"
 description = "Infer file type and MIME type of any file/buffer. No external dependencies."
+category = "main"
 optional = true
 python-versions = "*"
 files = [
@@ -1024,6 +1047,7 @@ files = [
 name = "flake8"
 version = "6.1.0"
 description = "the modular source code checker: pep8 pyflakes and co"
+category = "dev"
 optional = false
 python-versions = ">=3.8.1"
 files = [
@@ -1040,6 +1064,7 @@ pyflakes = ">=3.1.0,<3.2.0"
 name = "fonttools"
 version = "4.55.3"
 description = "Tools to manipulate font files"
+category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -1113,6 +1138,7 @@ woff = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "zopfli (>=0.1.4)"]
 name = "freezegun"
 version = "1.5.1"
 description = "Let your Python tests travel through time"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1127,6 +1153,7 @@ python-dateutil = ">=2.7"
 name = "frozenlist"
 version = "1.5.0"
 description = "A list-like structure which implements collections.abc.MutableSequence"
+category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -1228,6 +1255,7 @@ files = [
 name = "genson"
 version = "1.3.0"
 description = "GenSON is a powerful, user-friendly JSON Schema generator."
+category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -1239,6 +1267,7 @@ files = [
 name = "greenlet"
 version = "3.1.1"
 description = "Lightweight in-process concurrent programming"
+category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
@@ -1325,6 +1354,7 @@ test = ["objgraph", "psutil"]
 name = "h11"
 version = "0.14.0"
 description = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1"
+category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
@@ -1336,6 +1366,7 @@ files = [
 name = "httpcore"
 version = "1.0.7"
 description = "A minimal low-level HTTP client."
+category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -1350,13 +1381,14 @@ h11 = ">=0.13,<0.15"
 [package.extras]
 asyncio = ["anyio (>=4.0,<5.0)"]
 http2 = ["h2 (>=3,<5)"]
-socks = ["socksio (==1.*)"]
+socks = ["socksio (>=1.0.0,<2.0.0)"]
 trio = ["trio (>=0.22.0,<1.0)"]
 
 [[package]]
 name = "httpx"
 version = "0.28.1"
 description = "The next generation HTTP client."
+category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -1367,20 +1399,21 @@ files = [
 [package.dependencies]
 anyio = "*"
 certifi = "*"
-httpcore = "==1.*"
+httpcore = ">=1.0.0,<2.0.0"
 idna = "*"
 
 [package.extras]
 brotli = ["brotli", "brotlicffi"]
-cli = ["click (==8.*)", "pygments (==2.*)", "rich (>=10,<14)"]
+cli = ["click (>=8.0.0,<9.0.0)", "pygments (>=2.0.0,<3.0.0)", "rich (>=10,<14)"]
 http2 = ["h2 (>=3,<5)"]
-socks = ["socksio (==1.*)"]
+socks = ["socksio (>=1.0.0,<2.0.0)"]
 zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "idna"
 version = "3.10"
 description = "Internationalized Domain Names in Applications (IDNA)"
+category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -1395,6 +1428,7 @@ all = ["flake8 (>=7.1.1)", "mypy (>=1.11.2)", "pytest (>=8.3.2)", "ruff (>=0.6.2
 name = "importlib-metadata"
 version = "6.11.0"
 description = "Read metadata from Python packages"
+category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -1414,6 +1448,7 @@ testing = ["flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pyfakefs
 name = "iniconfig"
 version = "2.0.0"
 description = "brain-dead simple config-ini parsing"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1425,6 +1460,7 @@ files = [
 name = "isodate"
 version = "0.6.1"
 description = "An ISO 8601 date/time/duration parser and formatter"
+category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -1437,13 +1473,14 @@ six = "*"
 
 [[package]]
 name = "jinja2"
-version = "3.1.4"
+version = "3.1.5"
 description = "A very fast and expressive template engine."
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
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-    {file = "jinja2-3.1.4.tar.gz", hash = "sha256:4a3aee7acbbe7303aede8e9648d13b8bf88a429282aa6122a993f0ac800cb369"},
+    {file = "jinja2-3.1.5-py3-none-any.whl", hash = "sha256:aba0f4dc9ed8013c424088f68a5c226f7d6097ed89b246d7749c2ec4175c6adb"},
+    {file = "jinja2-3.1.5.tar.gz", hash = "sha256:8fefff8dc3034e27bb80d67c671eb8a9bc424c0ef4c0826edbff304cceff43bb"},
 ]
 
 [package.dependencies]
@@ -1456,6 +1493,7 @@ i18n = ["Babel (>=2.7)"]
 name = "joblib"
 version = "1.4.2"
 description = "Lightweight pipelining with Python functions"
+category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -1467,6 +1505,7 @@ files = [
 name = "jsonpatch"
 version = "1.33"
 description = "Apply JSON-Patches (RFC 6902)"
+category = "main"
 optional = true
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, !=3.6.*"
 files = [
@@ -1481,6 +1520,7 @@ jsonpointer = ">=1.9"
 name = "jsonpointer"
 version = "3.0.0"
 description = "Identify specific nodes in a JSON document (RFC 6901)"
+category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
@@ -1492,6 +1532,7 @@ files = [
 name = "jsonref"
 version = "0.2"
 description = "An implementation of JSON Reference for Python"
+category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -1503,6 +1544,7 @@ files = [
 name = "jsonschema"
 version = "4.17.3"
 description = "An implementation of JSON Schema validation for Python"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1520,131 +1562,99 @@ format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-
 
 [[package]]
 name = "kiwisolver"
-version = "1.4.7"
+version = "1.4.8"
 description = "A fast implementation of the Cassowary constraint solver"
+category = "main"
 optional = true
-python-versions = ">=3.8"
+python-versions = ">=3.10"
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 ]
 
 [[package]]
 name = "langchain"
 version = "0.1.16"
 description = "Building applications with LLMs through composability"
+category = "main"
 optional = true
 python-versions = "<4.0,>=3.8.1"
 files = [
@@ -1686,6 +1696,7 @@ text-helpers = ["chardet (>=5.1.0,<6.0.0)"]
 name = "langchain-community"
 version = "0.0.32"
 description = "Community contributed LangChain integrations."
+category = "main"
 optional = true
 python-versions = "<4.0,>=3.8.1"
 files = [
@@ -1712,6 +1723,7 @@ extended-testing = ["aiosqlite (>=0.19.0,<0.20.0)", "aleph-alpha-client (>=2.15.
 name = "langchain-core"
 version = "0.1.42"
 description = "Building applications with LLMs through composability"
+category = "main"
 optional = true
 python-versions = "<4.0,>=3.8.1"
 files = [
@@ -1734,6 +1746,7 @@ extended-testing = ["jinja2 (>=3,<4)"]
 name = "langchain-text-splitters"
 version = "0.0.2"
 description = "LangChain text splitting utilities"
+category = "main"
 optional = true
 python-versions = "<4.0,>=3.8.1"
 files = [
@@ -1751,6 +1764,7 @@ extended-testing = ["beautifulsoup4 (>=4.12.3,<5.0.0)", "lxml (>=4.9.3,<6.0)"]
 name = "langdetect"
 version = "1.0.9"
 description = "Language detection library ported from Google's language-detection."
+category = "main"
 optional = true
 python-versions = "*"
 files = [
@@ -1765,6 +1779,7 @@ six = "*"
 name = "langsmith"
 version = "0.1.147"
 description = "Client library to connect to the LangSmith LLM Tracing and Evaluation Platform."
+category = "main"
 optional = true
 python-versions = "<4.0,>=3.8.1"
 files = [
@@ -1789,6 +1804,7 @@ langsmith-pyo3 = ["langsmith-pyo3 (>=0.1.0rc2,<0.2.0)"]
 name = "linkify-it-py"
 version = "2.0.3"
 description = "Links recognition library with FULL unicode support."
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1809,6 +1825,7 @@ test = ["coverage", "pytest", "pytest-cov"]
 name = "lxml"
 version = "5.3.0"
 description = "Powerful and Pythonic XML processing library combining libxml2/libxslt with the ElementTree API."
+category = "main"
 optional = true
 python-versions = ">=3.6"
 files = [
@@ -1963,6 +1980,7 @@ source = ["Cython (>=3.0.11)"]
 name = "markdown"
 version = "3.7"
 description = "Python implementation of John Gruber's Markdown."
+category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -1978,6 +1996,7 @@ testing = ["coverage", "pyyaml"]
 name = "markdown-it-py"
 version = "3.0.0"
 description = "Python port of markdown-it. Markdown parsing, done right!"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2004,6 +2023,7 @@ testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
 name = "markupsafe"
 version = "3.0.2"
 description = "Safely add untrusted strings to HTML/XML markup."
+category = "main"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -2072,13 +2092,14 @@ files = [
 
 [[package]]
 name = "marshmallow"
-version = "3.23.1"
+version = "3.23.3"
 description = "A lightweight library for converting complex datatypes to and from native Python datatypes."
+category = "main"
 optional = true
 python-versions = ">=3.9"
 files = [
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 ]
 
 [package.dependencies]
@@ -2086,13 +2107,14 @@ packaging = ">=17.0"
 
 [package.extras]
 dev = ["marshmallow[tests]", "pre-commit (>=3.5,<5.0)", "tox"]
-docs = ["alabaster (==1.0.0)", "autodocsumm (==0.2.14)", "sphinx (==8.1.3)", "sphinx-issues (==5.0.0)", "sphinx-version-warning (==1.1.2)"]
+docs = ["alabaster (==1.0.0)", "autodocsumm (==0.2.14)", "sphinx (==8.1.3)", "sphinx-issues (==5.0.0)"]
 tests = ["pytest", "simplejson"]
 
 [[package]]
 name = "matplotlib"
 version = "3.10.0"
 description = "Python plotting package"
+category = "main"
 optional = true
 python-versions = ">=3.10"
 files = [
@@ -2150,6 +2172,7 @@ dev = ["meson-python (>=0.13.1,<0.17.0)", "pybind11 (>=2.13.2,!=2.13.3)", "setup
 name = "mccabe"
 version = "0.7.0"
 description = "McCabe checker, plugin for flake8"
+category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -2161,6 +2184,7 @@ files = [
 name = "mdit-py-plugins"
 version = "0.4.2"
 description = "Collection of plugins for markdown-it-py"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2180,6 +2204,7 @@ testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
 name = "mdurl"
 version = "0.1.2"
 description = "Markdown URL utilities"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2191,6 +2216,7 @@ files = [
 name = "memray"
 version = "1.15.0"
 description = "A memory profiler for Python applications"
+category = "dev"
 optional = false
 python-versions = ">=3.7.0"
 files = [
@@ -2255,6 +2281,7 @@ test = ["Cython", "greenlet", "ipython", "packaging", "pytest", "pytest-cov", "p
 name = "multidict"
 version = "6.1.0"
 description = "multidict implementation"
+category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -2357,49 +2384,56 @@ typing-extensions = {version = ">=4.1.0", markers = "python_version < \"3.11\""}
 
 [[package]]
 name = "mypy"
-version = "1.13.0"
+version = "1.14.1"
 description = "Optional static typing for Python"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
-mypy-extensions = ">=1.0.0"
+mypy_extensions = ">=1.0.0"
 tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
-typing-extensions = ">=4.6.0"
+typing_extensions = ">=4.6.0"
 
 [package.extras]
 dmypy = ["psutil (>=4.0)"]
@@ -2412,6 +2446,7 @@ reports = ["lxml"]
 name = "mypy-extensions"
 version = "1.0.0"
 description = "Type system extensions for programs checked with the mypy type checker."
+category = "main"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -2423,6 +2458,7 @@ files = [
 name = "nltk"
 version = "3.9.1"
 description = "Natural Language Toolkit"
+category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -2448,6 +2484,7 @@ twitter = ["twython"]
 name = "numpy"
 version = "1.26.4"
 description = "Fundamental package for array computing in Python"
+category = "main"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -2493,6 +2530,7 @@ files = [
 name = "openai"
 version = "0.27.9"
 description = "Python client library for the OpenAI API"
+category = "main"
 optional = true
 python-versions = ">=3.7.1"
 files = [
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 [package.extras]
 datalib = ["numpy", "openpyxl (>=3.0.7)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)"]
-dev = ["black (>=21.6b0,<22.0)", "pytest (==6.*)", "pytest-asyncio", "pytest-mock"]
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 embeddings = ["matplotlib", "numpy", "openpyxl (>=3.0.7)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)", "plotly", "scikit-learn (>=1.0.2)", "scipy", "tenacity (>=8.0.1)"]
 wandb = ["numpy", "openpyxl (>=3.0.7)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)", "wandb"]
 
@@ -2524,6 +2562,7 @@ wandb = ["numpy", "openpyxl (>=3.0.7)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1
 name = "openpyxl"
 version = "3.1.5"
 description = "A Python library to read/write Excel 2010 xlsx/xlsm files"
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 optional = true
 python-versions = ">=3.8"
 files = [
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 python-versions = ">=3.8"
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 [[package]]
 name = "packaging"
 version = "23.2"
 description = "Core utilities for Python packages"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2633,6 +2674,7 @@ files = [
 name = "pandas"
 version = "2.2.2"
 description = "Powerful data structures for data analysis, time series, and statistics"
+category = "main"
 optional = false
 python-versions = ">=3.9"
 files = [
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 name = "pandas-stubs"
 version = "2.2.3.241126"
 description = "Type annotations for pandas"
+category = "main"
 optional = true
 python-versions = ">=3.10"
 files = [
@@ -2721,6 +2764,7 @@ types-pytz = ">=2022.1.1"
 name = "pastel"
 version = "0.2.1"
 description = "Bring colors to your terminal."
+category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 files = [
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 version = "1.16.3"
 description = "A wrapper around the pdftoppm and pdftocairo command line tools to convert PDF to a PIL Image list."
+category = "main"
 optional = true
 python-versions = "*"
 files = [
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 name = "pdfminer-six"
 version = "20221105"
 description = "PDF parser and analyzer"
+category = "main"
 optional = true
 python-versions = ">=3.6"
 files = [
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 name = "pdoc"
 version = "15.0.1"
 description = "API Documentation for Python Projects"
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 optional = false
 python-versions = ">=3.9"
 files = [
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 name = "pendulum"
 version = "2.1.2"
 description = "Python datetimes made easy"
+category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 files = [
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 [package.extras]
 docs = ["furo", "olefile", "sphinx (>=8.1)", "sphinx-copybutton", "sphinx-inline-tabs", "sphinxext-opengraph"]
 fpx = ["olefile"]
 mic = ["olefile"]
-tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout"]
+tests = ["check-manifest", "coverage (>=7.4.2)", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout", "trove-classifiers (>=2024.10.12)"]
 typing = ["typing-extensions"]
 xmp = ["defusedxml"]
 
@@ -2908,6 +2953,7 @@ xmp = ["defusedxml"]
 name = "platformdirs"
 version = "4.3.6"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2924,6 +2970,7 @@ type = ["mypy (>=1.11.2)"]
 name = "plotly"
 version = "5.24.1"
 description = "An open-source, interactive data visualization library for Python"
+category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -2939,6 +2986,7 @@ tenacity = ">=6.2.0"
 name = "pluggy"
 version = "1.5.0"
 description = "plugin and hook calling mechanisms for python"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2954,6 +3002,7 @@ testing = ["pytest", "pytest-benchmark"]
 name = "poethepoet"
 version = "0.24.4"
 description = "A task runner that works well with poetry."
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2972,6 +3021,7 @@ poetry-plugin = ["poetry (>=1.0,<2.0)"]
 name = "propcache"
 version = "0.2.1"
 description = "Accelerated property cache"
+category = "main"
 optional = true
 python-versions = ">=3.9"
 files = [
@@ -3063,6 +3113,7 @@ files = [
 name = "psutil"
 version = "6.1.0"
 description = "Cross-platform lib for process and system monitoring in Python."
+category = "main"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
 files = [
@@ -3093,6 +3144,7 @@ test = ["pytest", "pytest-xdist", "setuptools"]
 name = "pyarrow"
 version = "15.0.2"
 description = "Python library for Apache Arrow"
+category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -3141,6 +3193,7 @@ numpy = ">=1.16.6,<2"
 name = "pycodestyle"
 version = "2.11.1"
 description = "Python style guide checker"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3152,6 +3205,7 @@ files = [
 name = "pycparser"
 version = "2.22"
 description = "C parser in Python"
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3161,18 +3215,19 @@ files = [
 
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-version = "2.10.3"
+version = "2.10.4"
 description = "Data validation using Python type hints"
+category = "main"
 optional = false
 python-versions = ">=3.8"
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 annotated-types = ">=0.6.0"
-pydantic-core = "2.27.1"
+pydantic-core = "2.27.2"
 typing-extensions = ">=4.12.2"
 
 [package.extras]
@@ -3181,111 +3236,112 @@ timezone = ["tzdata"]
 
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 ]
 
 [package.dependencies]
@@ -3295,6 +3351,7 @@ typing-extensions = ">=4.6.0,<4.7.0 || >4.7.0"
 name = "pyflakes"
 version = "3.1.0"
 description = "passive checker of Python programs"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3306,6 +3363,7 @@ files = [
 name = "pygments"
 version = "2.18.0"
 description = "Pygments is a syntax highlighting package written in Python."
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3320,6 +3378,7 @@ windows-terminal = ["colorama (>=0.4.6)"]
 name = "pyjwt"
 version = "2.10.1"
 description = "JSON Web Token implementation in Python"
+category = "main"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -3337,6 +3396,7 @@ tests = ["coverage[toml] (==5.0.4)", "pytest (>=6.0.0,<7.0.0)"]
 name = "pympler"
 version = "1.1"
 description = "A development tool to measure, monitor and analyze the memory behavior of Python objects."
+category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -3349,13 +3409,14 @@ pywin32 = {version = ">=226", markers = "platform_system == \"Windows\""}
 
 [[package]]
 name = "pyparsing"
-version = "3.2.0"
+version = "3.2.1"
 description = "pyparsing module - Classes and methods to define and execute parsing grammars"
+category = "main"
 optional = true
 python-versions = ">=3.9"
 files = [
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 ]
 
 [package.extras]
@@ -3365,6 +3426,7 @@ diagrams = ["jinja2", "railroad-diagrams"]
 name = "pyproject-flake8"
 version = "6.1.0"
 description = "pyproject-flake8 (`pflake8`), a monkey patching wrapper to connect flake8 with pyproject.toml configuration"
+category = "dev"
 optional = false
 python-versions = ">=3.8.1"
 files = [
@@ -3380,6 +3442,7 @@ tomli = {version = "*", markers = "python_version < \"3.11\""}
 name = "pyrate-limiter"
 version = "3.1.1"
 description = "Python Rate-Limiter using Leaky-Bucket Algorithm"
+category = "main"
 optional = false
 python-versions = ">=3.8,<4.0"
 files = [
@@ -3395,6 +3458,7 @@ docs = ["furo (>=2022.3.4,<2023.0.0)", "myst-parser (>=0.17)", "sphinx (>=4.3.0,
 name = "pyrsistent"
 version = "0.20.0"
 description = "Persistent/Functional/Immutable data structures"
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3436,6 +3500,7 @@ files = [
 name = "pytesseract"
 version = "0.3.10"
 description = "Python-tesseract is a python wrapper for Google's Tesseract-OCR"
+category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
@@ -3451,6 +3516,7 @@ Pillow = ">=8.0.0"
 name = "pytest"
 version = "7.4.4"
 description = "pytest: simple powerful testing with Python"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3473,6 +3539,7 @@ testing = ["argcomplete", "attrs (>=19.2.0)", "hypothesis (>=3.56)", "mock", "no
 name = "pytest-cov"
 version = "6.0.0"
 description = "Pytest plugin for measuring coverage."
+category = "dev"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -3491,6 +3558,7 @@ testing = ["fields", "hunter", "process-tests", "pytest-xdist", "virtualenv"]
 name = "pytest-httpserver"
 version = "1.1.0"
 description = "pytest-httpserver is a httpserver for pytest"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3505,6 +3573,7 @@ Werkzeug = ">=2.0.0"
 name = "pytest-memray"
 version = "1.7.0"
 description = "A simple plugin to use with pytest"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3525,6 +3594,7 @@ test = ["anyio (>=4.4.0)", "covdefaults (>=2.2.2)", "coverage (>=7.0.5)", "flaky
 name = "pytest-mock"
 version = "3.14.0"
 description = "Thin-wrapper around the mock package for easier use with pytest"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3542,6 +3612,7 @@ dev = ["pre-commit", "pytest-asyncio", "tox"]
 name = "python-calamine"
 version = "0.2.3"
 description = "Python binding for Rust's library for reading excel and odf file - calamine"
+category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -3651,6 +3722,7 @@ files = [
 name = "python-dateutil"
 version = "2.9.0.post0"
 description = "Extensions to the standard Python datetime module"
+category = "main"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
 files = [
@@ -3665,6 +3737,7 @@ six = ">=1.5"
 name = "python-docx"
 version = "1.1.2"
 description = "Create, read, and update Microsoft Word .docx files."
+category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
@@ -3680,6 +3753,7 @@ typing-extensions = ">=4.9.0"
 name = "python-iso639"
 version = "2024.10.22"
 description = "ISO 639 language codes, names, and other associated information"
+category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -3694,6 +3768,7 @@ dev = ["black (==24.10.0)", "build (==1.2.1)", "flake8 (==7.1.1)", "pytest (==8.
 name = "python-magic"
 version = "0.4.27"
 description = "File type identification using libmagic"
+category = "main"
 optional = true
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 files = [
@@ -3705,6 +3780,7 @@ files = [
 name = "python-pptx"
 version = "0.6.21"
 description = "Generate and manipulate Open XML PowerPoint (.pptx) files"
+category = "main"
 optional = true
 python-versions = "*"
 files = [
@@ -3720,6 +3796,7 @@ XlsxWriter = ">=0.5.7"
 name = "python-snappy"
 version = "0.7.3"
 description = "Python library for the snappy compression library from Google"
+category = "main"
 optional = true
 python-versions = "*"
 files = [
@@ -3734,6 +3811,7 @@ cramjam = "*"
 name = "python-ulid"
 version = "3.0.0"
 description = "Universally unique lexicographically sortable identifier"
+category = "main"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -3748,6 +3826,7 @@ pydantic = ["pydantic (>=2.0)"]
 name = "pytz"
 version = "2024.2"
 description = "World timezone definitions, modern and historical"
+category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -3759,6 +3838,7 @@ files = [
 name = "pytzdata"
 version = "2020.1"
 description = "The Olson timezone database for Python."
+category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 files = [
@@ -3770,6 +3850,7 @@ files = [
 name = "pywin32"
 version = "308"
 description = "Python for Window Extensions"
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -3797,6 +3878,7 @@ files = [
 name = "pyyaml"
 version = "6.0.2"
 description = "YAML parser and emitter for Python"
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3857,99 +3939,100 @@ files = [
 
 [[package]]
 name = "rapidfuzz"
-version = "3.10.1"
+version = "3.11.0"
 description = "rapid fuzzy string matching"
+category = "main"
 optional = false
 python-versions = ">=3.9"
 files = [
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 ]
 
 [package.extras]
@@ -3959,6 +4042,7 @@ all = ["numpy"]
 name = "regex"
 version = "2024.11.6"
 description = "Alternative regular expression module, to replace re."
+category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -4062,6 +4146,7 @@ files = [
 name = "requests"
 version = "2.32.3"
 description = "Python HTTP for Humans."
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -4083,6 +4168,7 @@ use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 name = "requests-cache"
 version = "1.2.1"
 description = "A persistent cache for python requests"
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -4113,6 +4199,7 @@ yaml = ["pyyaml (>=6.0.1)"]
 name = "requests-mock"
 version = "1.12.1"
 description = "Mock out responses from the requests package"
+category = "dev"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -4130,6 +4217,7 @@ fixture = ["fixtures"]
 name = "requests-toolbelt"
 version = "1.0.0"
 description = "A utility belt for advanced users of python-requests"
+category = "main"
 optional = true
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 files = [
@@ -4144,6 +4232,7 @@ requests = ">=2.0.1,<3.0.0"
 name = "rich"
 version = "13.9.4"
 description = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal"
+category = "dev"
 optional = false
 python-versions = ">=3.8.0"
 files = [
@@ -4163,6 +4252,7 @@ jupyter = ["ipywidgets (>=7.5.1,<9)"]
 name = "ruff"
 version = "0.7.4"
 description = "An extremely fast Python linter and code formatter, written in Rust."
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4190,6 +4280,7 @@ files = [
 name = "scikit-learn"
 version = "1.6.0"
 description = "A set of python modules for machine learning and data mining"
+category = "main"
 optional = true
 python-versions = ">=3.9"
 files = [
@@ -4242,58 +4333,67 @@ tests = ["black (>=24.3.0)", "matplotlib (>=3.3.4)", "mypy (>=1.9)", "numpydoc (
 
 [[package]]
 name = "scipy"
-version = "1.14.1"
+version = "1.15.0"
 description = "Fundamental algorithms for scientific computing in Python"
+category = "main"
 optional = true
 python-versions = ">=3.10"
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 ]
 
 [package.dependencies]
-numpy = ">=1.23.5,<2.3"
+numpy = ">=1.23.5,<2.5"
 
 [package.extras]
 dev = ["cython-lint (>=0.12.2)", "doit (>=0.36.0)", "mypy (==1.10.0)", "pycodestyle", "pydevtool", "rich-click", "ruff (>=0.0.292)", "types-psutil", "typing_extensions"]
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-test = ["Cython", "array-api-strict (>=2.0)", "asv", "gmpy2", "hypothesis (>=6.30)", "meson", "mpmath", "ninja", "pooch", "pytest", "pytest-cov", "pytest-timeout", "pytest-xdist", "scikit-umfpack", "threadpoolctl"]
+doc = ["intersphinx_registry", "jupyterlite-pyodide-kernel", "jupyterlite-sphinx (>=0.16.5)", "jupytext", "matplotlib (>=3.5)", "myst-nb", "numpydoc", "pooch", "pydata-sphinx-theme (>=0.15.2)", "sphinx (>=5.0.0,<8.0.0)", "sphinx-copybutton", "sphinx-design (>=0.4.0)"]
+test = ["Cython", "array-api-strict (>=2.0,<2.1.1)", "asv", "gmpy2", "hypothesis (>=6.30)", "meson", "mpmath", "ninja", "pooch", "pytest", "pytest-cov", "pytest-timeout", "pytest-xdist", "scikit-umfpack", "threadpoolctl"]
 
 [[package]]
 name = "serpyco-rs"
 version = "1.11.0"
 description = ""
+category = "main"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -4348,6 +4448,7 @@ typing-extensions = "*"
 name = "six"
 version = "1.17.0"
 description = "Python 2 and 3 compatibility utilities"
+category = "main"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
 files = [
@@ -4359,6 +4460,7 @@ files = [
 name = "sniffio"
 version = "1.3.1"
 description = "Sniff out which async library your code is running under"
+category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
@@ -4370,6 +4472,7 @@ files = [
 name = "soupsieve"
 version = "2.6"
 description = "A modern CSS selector implementation for Beautiful Soup."
+category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -4381,6 +4484,7 @@ files = [
 name = "sqlalchemy"
 version = "2.0.35"
 description = "Database Abstraction Library"
+category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
@@ -4436,7 +4540,7 @@ files = [
 ]
 
 [package.dependencies]
-greenlet = {version = "!=0.4.17", markers = "python_version < \"3.13\" and (platform_machine == \"aarch64\" or platform_machine == \"ppc64le\" or platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"AMD64\" or platform_machine == \"win32\" or platform_machine == \"WIN32\")"}
+greenlet = {version = "!=0.4.17", markers = "python_version < \"3.13\" and platform_machine == \"aarch64\" or python_version < \"3.13\" and platform_machine == \"ppc64le\" or python_version < \"3.13\" and platform_machine == \"x86_64\" or python_version < \"3.13\" and platform_machine == \"amd64\" or python_version < \"3.13\" and platform_machine == \"AMD64\" or python_version < \"3.13\" and platform_machine == \"win32\" or python_version < \"3.13\" and platform_machine == \"WIN32\""}
 typing-extensions = ">=4.6.0"
 
 [package.extras]
@@ -4468,6 +4572,7 @@ sqlcipher = ["sqlcipher3_binary"]
 name = "tabulate"
 version = "0.9.0"
 description = "Pretty-print tabular data"
+category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
@@ -4482,6 +4587,7 @@ widechars = ["wcwidth"]
 name = "tenacity"
 version = "8.5.0"
 description = "Retry code until it succeeds"
+category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -4497,6 +4603,7 @@ test = ["pytest", "tornado (>=4.5)", "typeguard"]
 name = "textual"
 version = "1.0.0"
 description = "Modern Text User Interface framework"
+category = "dev"
 optional = false
 python-versions = "<4.0.0,>=3.8.1"
 files = [
@@ -4517,6 +4624,7 @@ syntax = ["tree-sitter (>=0.23.0)", "tree-sitter-bash (>=0.23.0)", "tree-sitter-
 name = "threadpoolctl"
 version = "3.5.0"
 description = "threadpoolctl"
+category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -4528,6 +4636,7 @@ files = [
 name = "tiktoken"
 version = "0.8.0"
 description = "tiktoken is a fast BPE tokeniser for use with OpenAI's models"
+category = "main"
 optional = true
 python-versions = ">=3.9"
 files = [
@@ -4575,6 +4684,7 @@ blobfile = ["blobfile (>=2)"]
 name = "tomli"
 version = "2.2.1"
 description = "A lil' TOML parser"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -4616,6 +4726,7 @@ files = [
 name = "tqdm"
 version = "4.67.1"
 description = "Fast, Extensible Progress Meter"
+category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
@@ -4637,6 +4748,7 @@ telegram = ["requests"]
 name = "types-cachetools"
 version = "5.5.0.20240820"
 description = "Typing stubs for cachetools"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -4648,6 +4760,7 @@ files = [
 name = "types-python-dateutil"
 version = "2.9.0.20241206"
 description = "Typing stubs for python-dateutil"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -4657,30 +4770,33 @@ files = [
 
 [[package]]
 name = "types-pytz"
-version = "2024.2.0.20241003"
+version = "2024.2.0.20241221"
 description = "Typing stubs for pytz"
+category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
-    {file = "types-pytz-2024.2.0.20241003.tar.gz", hash = "sha256:575dc38f385a922a212bac00a7d6d2e16e141132a3c955078f4a4fd13ed6cb44"},
-    {file = "types_pytz-2024.2.0.20241003-py3-none-any.whl", hash = "sha256:3e22df1336c0c6ad1d29163c8fda82736909eb977281cb823c57f8bae07118b7"},
+    {file = "types_pytz-2024.2.0.20241221-py3-none-any.whl", hash = "sha256:8fc03195329c43637ed4f593663df721fef919b60a969066e22606edf0b53ad5"},
+    {file = "types_pytz-2024.2.0.20241221.tar.gz", hash = "sha256:06d7cde9613e9f7504766a0554a270c369434b50e00975b3a4a0f6eed0f2c1a9"},
 ]
 
 [[package]]
 name = "types-pyyaml"
-version = "6.0.12.20240917"
+version = "6.0.12.20241230"
 description = "Typing stubs for PyYAML"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "types-PyYAML-6.0.12.20240917.tar.gz", hash = "sha256:d1405a86f9576682234ef83bcb4e6fff7c9305c8b1fbad5e0bcd4f7dbdc9c587"},
-    {file = "types_PyYAML-6.0.12.20240917-py3-none-any.whl", hash = "sha256:392b267f1c0fe6022952462bf5d6523f31e37f6cea49b14cee7ad634b6301570"},
+    {file = "types_PyYAML-6.0.12.20241230-py3-none-any.whl", hash = "sha256:fa4d32565219b68e6dee5f67534c722e53c00d1cfc09c435ef04d7353e1e96e6"},
+    {file = "types_pyyaml-6.0.12.20241230.tar.gz", hash = "sha256:7f07622dbd34bb9c8b264fe860a17e0efcad00d50b5f27e93984909d9363498c"},
 ]
 
 [[package]]
 name = "types-requests"
 version = "2.32.0.20241016"
 description = "Typing stubs for requests"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -4695,6 +4811,7 @@ urllib3 = ">=2"
 name = "typing-extensions"
 version = "4.12.2"
 description = "Backported and Experimental Type Hints for Python 3.8+"
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -4706,6 +4823,7 @@ files = [
 name = "typing-inspect"
 version = "0.9.0"
 description = "Runtime inspection utilities for typing module."
+category = "main"
 optional = true
 python-versions = "*"
 files = [
@@ -4721,6 +4839,7 @@ typing-extensions = ">=3.7.4"
 name = "tzdata"
 version = "2024.2"
 description = "Provider of IANA time zone data"
+category = "main"
 optional = false
 python-versions = ">=2"
 files = [
@@ -4732,6 +4851,7 @@ files = [
 name = "uc-micro-py"
 version = "1.0.3"
 description = "Micro subset of unicode data files for linkify-it-py projects."
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4746,6 +4866,7 @@ test = ["coverage", "pytest", "pytest-cov"]
 name = "unidecode"
 version = "1.3.8"
 description = "ASCII transliterations of Unicode text"
+category = "main"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -4757,6 +4878,7 @@ files = [
 name = "unstructured"
 version = "0.10.27"
 description = "A library that prepares raw documents for downstream ML tasks."
+category = "main"
 optional = true
 python-versions = ">=3.7.0"
 files = [
@@ -4837,6 +4959,7 @@ xlsx = ["networkx", "openpyxl", "pandas", "xlrd"]
 name = "unstructured-pytesseract"
 version = "0.3.13"
 description = "Python-tesseract is a python wrapper for Google's Tesseract-OCR"
+category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -4852,6 +4975,7 @@ Pillow = ">=8.0.0"
 name = "url-normalize"
 version = "1.4.3"
 description = "URL normalization for Python"
+category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
 files = [
@@ -4864,13 +4988,14 @@ six = "*"
 
 [[package]]
 name = "urllib3"
-version = "2.2.3"
+version = "2.3.0"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
+category = "main"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
-    {file = "urllib3-2.2.3-py3-none-any.whl", hash = "sha256:ca899ca043dcb1bafa3e262d73aa25c465bfb49e0bd9dd5d59f1d0acba2f8fac"},
-    {file = "urllib3-2.2.3.tar.gz", hash = "sha256:e7d814a81dad81e6caf2ec9fdedb284ecc9c73076b62654547cc64ccdcae26e9"},
+    {file = "urllib3-2.3.0-py3-none-any.whl", hash = "sha256:1cee9ad369867bfdbbb48b7dd50374c0967a0bb7710050facf0dd6911440e3df"},
+    {file = "urllib3-2.3.0.tar.gz", hash = "sha256:f8c5449b3cf0861679ce7e0503c7b44b5ec981bec0d1d3795a07f1ba96f0204d"},
 ]
 
 [package.extras]
@@ -4883,6 +5008,7 @@ zstd = ["zstandard (>=0.18.0)"]
 name = "wcmatch"
 version = "10.0"
 description = "Wildcard/glob file name matcher."
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -4897,6 +5023,7 @@ bracex = ">=2.1.1"
 name = "werkzeug"
 version = "3.1.3"
 description = "The comprehensive WSGI web application library."
+category = "dev"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -4914,6 +5041,7 @@ watchdog = ["watchdog (>=2.3)"]
 name = "xlsxwriter"
 version = "3.2.0"
 description = "A Python module for creating Excel XLSX files."
+category = "main"
 optional = true
 python-versions = ">=3.6"
 files = [
@@ -4925,6 +5053,7 @@ files = [
 name = "xmltodict"
 version = "0.13.0"
 description = "Makes working with XML feel like you are working with JSON"
+category = "main"
 optional = false
 python-versions = ">=3.4"
 files = [
@@ -4936,6 +5065,7 @@ files = [
 name = "yarl"
 version = "1.18.3"
 description = "Yet another URL library"
+category = "main"
 optional = true
 python-versions = ">=3.9"
 files = [
@@ -5032,6 +5162,7 @@ propcache = ">=0.2.0"
 name = "zipp"
 version = "3.21.0"
 description = "Backport of pathlib-compatible object wrapper for zip files"
+category = "main"
 optional = true
 python-versions = ">=3.9"
 files = [
diff --git a/unit_tests/sources/declarative/decoders/test_json_decoder.py b/unit_tests/sources/declarative/decoders/test_json_decoder.py
index 087619dc9..fd90cb04f 100644
--- a/unit_tests/sources/declarative/decoders/test_json_decoder.py
+++ b/unit_tests/sources/declarative/decoders/test_json_decoder.py
@@ -13,30 +13,39 @@
 
 
 @pytest.mark.parametrize(
-    "response_body, first_element",
+    "response_body, expected_json",
     [
-        ("", {}),
-        ("[]", {}),
-        ('{"healthcheck": {"status": "ok"}}', {"healthcheck": {"status": "ok"}}),
+        ("", [{}]),  # The JSON contract is irregular
+        ("{}", [{}]),
+        ("[]", []),
+        ('{"healthcheck": {"status": "ok"}}', [{"healthcheck": {"status": "ok"}}]),
     ],
 )
-def test_json_decoder(requests_mock, response_body, first_element):
+def test_json_decoder(requests_mock, response_body, expected_json):
     requests_mock.register_uri("GET", "https://airbyte.io/", text=response_body)
     response = requests.get("https://airbyte.io/")
-    assert next(JsonDecoder(parameters={}).decode(response)) == first_element
+    assert list(JsonDecoder(parameters={}).decode(response)) == expected_json
 
 
 @pytest.mark.parametrize(
     "response_body, expected_json",
     [
         ("", []),
+        ("{}", [{}]),
+        ("[]", [[]]),
         ('{"id": 1, "name": "test1"}', [{"id": 1, "name": "test1"}]),
         (
             '{"id": 1, "name": "test1"}\n{"id": 2, "name": "test2"}',
             [{"id": 1, "name": "test1"}, {"id": 2, "name": "test2"}],
         ),
     ],
-    ids=["empty_response", "one_line_json", "multi_line_json"],
+    ids=[
+        "empty_response",
+        "empty_object_response",
+        "empty_list_response",
+        "one_line_json",
+        "multi_line_json",
+    ],
 )
 def test_jsonl_decoder(requests_mock, response_body, expected_json):
     requests_mock.register_uri("GET", "https://airbyte.io/", text=response_body)
diff --git a/unit_tests/sources/declarative/extractors/test_dpath_extractor.py b/unit_tests/sources/declarative/extractors/test_dpath_extractor.py
index 0d4d8a529..f039d46f2 100644
--- a/unit_tests/sources/declarative/extractors/test_dpath_extractor.py
+++ b/unit_tests/sources/declarative/extractors/test_dpath_extractor.py
@@ -15,6 +15,10 @@
     JsonlDecoder,
 )
 from airbyte_cdk.sources.declarative.extractors.dpath_extractor import DpathExtractor
+from airbyte_cdk.sources.declarative.extractors.record_extractor import (
+    assert_service_keys_exist,
+    exclude_service_keys,
+)
 
 config = {"field": "record_array"}
 parameters = {"parameters_field": "record_array"}
@@ -33,10 +37,61 @@ def create_response(body: Union[Dict, bytes]):
 @pytest.mark.parametrize(
     "field_path, decoder, body, expected_records",
     [
-        (["data"], decoder_json, {"data": [{"id": 1}, {"id": 2}]}, [{"id": 1}, {"id": 2}]),
-        (["data"], decoder_json, {"data": {"id": 1}}, [{"id": 1}]),
+        ([], decoder_json, b"", [{}]),  # The JSON contract is irregular, compare with JSONL
+        ([], decoder_json, {}, [{}]),
+        ([], decoder_json, [], []),
         ([], decoder_json, {"id": 1}, [{"id": 1}]),
         ([], decoder_json, [{"id": 1}, {"id": 2}], [{"id": 1}, {"id": 2}]),
+        ([], decoder_json, [{"id": 1, "nested": {"id2": 2}}], [{"id": 1, "nested": {"id2": 2}}]),
+        (
+            [],
+            decoder_json,
+            [{"id": 1, "nested": {"id2": 2, "id3": 3}}],
+            [{"id": 1, "nested": {"id2": 2, "id3": 3}}],
+        ),
+        (
+            [],
+            decoder_json,
+            [{"id": 1, "nested": {"id2": 2}}, {"id": 3, "nested": {"id4": 4}}],
+            [{"id": 1, "nested": {"id2": 2}}, {"id": 3, "nested": {"id4": 4}}],
+        ),
+        (
+            [],
+            decoder_json,
+            [{"id": 1, "nested": {"id2": 2, "id3": 3}}, {"id": 3, "nested": {"id4": 4, "id5": 5}}],
+            [{"id": 1, "nested": {"id2": 2, "id3": 3}}, {"id": 3, "nested": {"id4": 4, "id5": 5}}],
+        ),
+        (["data"], decoder_json, {"data": {"id": 1}}, [{"id": 1}]),
+        (["data"], decoder_json, {"data": [{"id": 1}, {"id": 2}]}, [{"id": 1}, {"id": 2}]),
+        (
+            ["data"],
+            decoder_json,
+            {"data": [{"id": 1, "nested": {"id2": 2}}]},
+            [{"id": 1, "nested": {"id2": 2}}],
+        ),
+        (
+            ["data"],
+            decoder_json,
+            {"data": [{"id": 1, "nested": {"id2": 2, "id3": 3}}]},
+            [{"id": 1, "nested": {"id2": 2, "id3": 3}}],
+        ),
+        (
+            ["data"],
+            decoder_json,
+            {"data": [{"id": 1, "nested": {"id2": 2}}, {"id": 3, "nested": {"id4": 4}}]},
+            [{"id": 1, "nested": {"id2": 2}}, {"id": 3, "nested": {"id4": 4}}],
+        ),
+        (
+            ["data"],
+            decoder_json,
+            {
+                "data": [
+                    {"id": 1, "nested": {"id2": 2, "id3": 3}},
+                    {"id": 3, "nested": {"id4": 4, "id5": 5}},
+                ]
+            },
+            [{"id": 1, "nested": {"id2": 2, "id3": 3}}, {"id": 3, "nested": {"id4": 4, "id5": 5}}],
+        ),
         (
             ["data", "records"],
             decoder_json,
@@ -68,6 +123,10 @@ def create_response(body: Union[Dict, bytes]):
             },
             [{"id": 1}, {"id": 2}, {"id": 3}, {"id": 4}],
         ),
+        ([], decoder_jsonl, b"", []),
+        ([], decoder_jsonl, [], []),  # This case allows a line in JSONL to be an array or records,
+        # that will be inlined in the overall list of records. Same as below.
+        ([], decoder_jsonl, {}, [{}]),
         ([], decoder_jsonl, {"id": 1}, [{"id": 1}]),
         ([], decoder_jsonl, [{"id": 1}, {"id": 2}], [{"id": 1}, {"id": 2}]),
         (["data"], decoder_jsonl, b'{"data": [{"id": 1}, {"id": 2}]}', [{"id": 1}, {"id": 2}]),
@@ -94,16 +153,30 @@ def create_response(body: Union[Dict, bytes]):
         ),
     ],
     ids=[
-        "test_extract_from_array",
-        "test_extract_single_record",
+        "test_extract_from_empty_string",
+        "test_extract_from_empty_object",
+        "test_extract_from_empty_array",
+        "test_extract_from_nonempty_object",
+        "test_extract_from_nonempty_array",
+        "test_extract_from_nonempty_array_with_nested_array",
+        "test_extract_from_nonempty_array_with_nested_array2",
+        "test_extract_from_nonempty_array2_with_nested_array",
+        "test_extract_from_nonempty_array2_with_nested_array2",
         "test_extract_single_record_from_root",
         "test_extract_from_root_array",
+        "test_extract_path_from_nonempty_array_with_nested_array",
+        "test_extract_path_from_nonempty_array_with_nested_array2",
+        "test_extract_path_from_nonempty_array2_with_nested_array",
+        "test_extract_path_from_nonempty_array2_with_nested_array2",
         "test_nested_field",
         "test_field_in_config",
         "test_field_in_parameters",
         "test_field_does_not_exist",
         "test_nested_list",
         "test_complex_nested_list",
+        "test_extract_records_from_empty_string_jsonl",
+        "test_extract_records_from_single_empty_array_jsonl",
+        "test_extract_records_from_single_empty_object_jsonl",
         "test_extract_single_record_from_root_jsonl",
         "test_extract_from_root_jsonl",
         "test_extract_from_array_jsonl",
@@ -120,4 +193,11 @@ def test_dpath_extractor(field_path: List, decoder: Decoder, body, expected_reco
     response = create_response(body)
     actual_records = list(extractor.extract_records(response))
 
+    for record in actual_records:
+        if record != {}:
+            # A valid JSON parsed, see the contract
+            assert_service_keys_exist(record)
+
+    actual_records = [exclude_service_keys(record) for record in actual_records]
+
     assert actual_records == expected_records
diff --git a/unit_tests/sources/declarative/extractors/test_record_extractor.py b/unit_tests/sources/declarative/extractors/test_record_extractor.py
new file mode 100644
index 000000000..3b5bf6333
--- /dev/null
+++ b/unit_tests/sources/declarative/extractors/test_record_extractor.py
@@ -0,0 +1,76 @@
+#
+# Copyright (c) 2023 Airbyte, Inc., all rights reserved.
+#
+from typing import Mapping
+
+import pytest
+
+from airbyte_cdk.sources.declarative.extractors.record_extractor import (
+    SERVICE_KEY_PREFIX,
+    assert_service_keys_exist,
+    exclude_service_keys,
+    is_service_key,
+    remove_service_keys,
+)
+
+
+@pytest.mark.parametrize(
+    "original, expected",
+    [
+        ({}, {}),
+        ({"k": "v"}, {"k": "v"}),
+        ({"k": "v", "k2": "v"}, {"k": "v", "k2": "v"}),
+        ({SERVICE_KEY_PREFIX + "k": "v"}, {}),
+        ({SERVICE_KEY_PREFIX + "k": "v", "k": "v"}, {"k": "v"}),
+        ({SERVICE_KEY_PREFIX + "k": "v", "k": "v", "k2": "v"}, {"k": "v", "k2": "v"}),
+    ],
+)
+def test_exclude_service_keys(original: Mapping, expected: Mapping):
+    assert exclude_service_keys(original) == expected
+
+
+@pytest.mark.parametrize(
+    "original, expected",
+    [
+        ({}, {}),
+        ({"k": "v"}, {"k": "v"}),
+        ({"k": "v", "k2": "v"}, {"k": "v", "k2": "v"}),
+        ({SERVICE_KEY_PREFIX + "k": "v"}, {}),
+        ({SERVICE_KEY_PREFIX + "k": "v", "k": "v"}, {"k": "v"}),
+        ({SERVICE_KEY_PREFIX + "k": "v", "k": "v", "k2": "v"}, {"k": "v", "k2": "v"}),
+    ],
+)
+def test_remove_service_keys(original: Mapping, expected: Mapping):
+    remove_service_keys(original)
+    assert original == expected
+
+
+@pytest.mark.parametrize(
+    "original",
+    [
+        ({SERVICE_KEY_PREFIX + "k": "v"}),
+        ({SERVICE_KEY_PREFIX + "k": "v", "k": "v"}),
+        ({SERVICE_KEY_PREFIX + "k": "v", "k": "v", "k2": "v"}),
+    ],
+)
+def test_verify_service_keys(original: Mapping):
+    assert_service_keys_exist(original)
+
+
+@pytest.mark.parametrize("original", [({}), ({"k": "v"}), ({"k": "v", "k2": "v"})])
+def test_verify_no_service_keys(original: Mapping):
+    try:
+        assert_service_keys_exist(original)
+        success = False
+    except:  # OK, expected
+        success = True
+
+    assert success, "Expected no service keys were found"
+
+
+def test_service_field():
+    assert is_service_key(SERVICE_KEY_PREFIX + "name")
+
+
+def test_regular_field():
+    assert not is_service_key("name")
diff --git a/unit_tests/sources/declarative/extractors/test_record_selector.py b/unit_tests/sources/declarative/extractors/test_record_selector.py
index ee0f2f94d..71739cf85 100644
--- a/unit_tests/sources/declarative/extractors/test_record_selector.py
+++ b/unit_tests/sources/declarative/extractors/test_record_selector.py
@@ -9,7 +9,14 @@
 import requests
 
 from airbyte_cdk.sources.declarative.decoders.json_decoder import JsonDecoder
-from airbyte_cdk.sources.declarative.extractors.dpath_extractor import DpathExtractor
+from airbyte_cdk.sources.declarative.extractors.dpath_extractor import (
+    RECORD_ROOT_KEY,
+    DpathExtractor,
+)
+from airbyte_cdk.sources.declarative.extractors.record_extractor import (
+    assert_service_keys_exist,
+    exclude_service_keys,
+)
 from airbyte_cdk.sources.declarative.extractors.record_filter import RecordFilter
 from airbyte_cdk.sources.declarative.extractors.record_selector import RecordSelector
 from airbyte_cdk.sources.declarative.transformations import RecordTransformation
@@ -40,6 +47,36 @@
             {"data": [{"id": 1, "created_at": "06-06-21"}, {"id": 2, "created_at": "06-07-21"}]},
             [{"id": 1, "created_at": "06-06-21"}, {"id": 2, "created_at": "06-07-21"}],
         ),
+        (
+            "test_no_record_filter_returns_all_records_with_nested",
+            ["data"],
+            None,
+            {
+                "data": [
+                    {"id": 1, "created_at": "06-06-21", "nested": [{"id": 1}]},
+                    {"id": 2, "created_at": "06-07-21", "nested": [{"id": 1, "id2": 2}]},
+                ]
+            },
+            [
+                {"id": 1, "created_at": "06-06-21", "nested": [{"id": 1}]},
+                {"id": 2, "created_at": "06-07-21", "nested": [{"id": 1, "id2": 2}]},
+            ],
+        ),
+        (
+            "test_true_record_filter_returns_all_records_with_nested",
+            ["data"],
+            "{{True}}",
+            {
+                "data": [
+                    {"id": 1, "created_at": "06-06-21", "nested": [{"id": 1}]},
+                    {"id": 2, "created_at": "06-07-21", "nested": [{"id": 1, "id2": 2}]},
+                ]
+            },
+            [
+                {"id": 1, "created_at": "06-06-21", "nested": [{"id": 1}]},
+                {"id": 2, "created_at": "06-07-21", "nested": [{"id": 1, "id2": 2}]},
+            ],
+        ),
         (
             "test_with_extractor_and_filter_with_parameters",
             ["{{ parameters['parameters_field'] }}"],
@@ -74,6 +111,19 @@
             [],
             [],
         ),
+        (
+            "test_the original response is available in filters and transformations",
+            ["data"],
+            "{{ record['created_at'] == record['" + RECORD_ROOT_KEY + "'].data[1].created_at }}",
+            {
+                "data": [
+                    {"id": 1, "created_at": "06-06-21"},
+                    {"id": 2, "created_at": "06-07-21"},
+                    {"id": 3, "created_at": "06-08-21"},
+                ]
+            },
+            [{"id": 2, "created_at": "06-07-21"}],
+        ),
     ],
 )
 def test_record_filter(test_name, field_path, filter_template, body, expected_data):
@@ -116,18 +166,9 @@ def test_record_filter(test_name, field_path, filter_template, body, expected_da
             next_page_token=next_page_token,
         )
     )
-    assert actual_records == [
-        Record(data=data, associated_slice=stream_slice, stream_name="") for data in expected_data
-    ]
-
-    calls = []
-    for record in expected_data:
-        calls.append(
-            call(record, config=config, stream_state=stream_state, stream_slice=stream_slice)
-        )
-    for transformation in transformations:
-        assert transformation.transform.call_count == len(expected_data)
-        transformation.transform.assert_has_calls(calls)
+
+    actual_records = [exclude_service_keys(record) for record in actual_records]
+    assert actual_records == expected_data
 
 
 @pytest.mark.parametrize(
@@ -200,7 +241,9 @@ def test_schema_normalization(test_name, schema, schema_transformation, body, ex
         )
     )
 
-    assert actual_records == [Record(data, stream_slice) for data in expected_data]
+    actual_records = [exclude_service_keys(record) for record in actual_records]
+
+    assert actual_records == expected_data
 
 
 def create_response(body):
diff --git a/unit_tests/sources/declarative/partition_routers/test_parent_state_stream.py b/unit_tests/sources/declarative/partition_routers/test_parent_state_stream.py
index b65f1f724..159576203 100644
--- a/unit_tests/sources/declarative/partition_routers/test_parent_state_stream.py
+++ b/unit_tests/sources/declarative/partition_routers/test_parent_state_stream.py
@@ -322,6 +322,7 @@ def run_incremental_parent_state_test(
         # For each intermediate state, perform another read starting from that state
         for state, records_before_state in intermediate_states[:-1]:
             output_intermediate = _run_read(manifest, config, _stream_name, [state])
+
             records_from_state = [
                 message.record.data for message in output_intermediate if message.record
             ]
diff --git a/unit_tests/sources/declarative/retrievers/test_simple_retriever.py b/unit_tests/sources/declarative/retrievers/test_simple_retriever.py
index 5878c758f..ed9dbeabb 100644
--- a/unit_tests/sources/declarative/retrievers/test_simple_retriever.py
+++ b/unit_tests/sources/declarative/retrievers/test_simple_retriever.py
@@ -244,6 +244,7 @@ def test_simple_retriever_resumable_full_refresh_cursor_page_increment(
     actual_records = [
         r for r in retriever.read_records(records_schema={}, stream_slice=stream_slice)
     ]
+
     assert len(actual_records) == 3
     assert actual_records == expected_records[5:]
     assert retriever.state == {"__ab_full_refresh_sync_complete": True}
@@ -358,6 +359,7 @@ def test_simple_retriever_resumable_full_refresh_cursor_reset_cursor_pagination(
     actual_records = [
         r for r in stream.retriever.read_records(records_schema={}, stream_slice=stream_slice)
     ]
+
     assert len(actual_records) == 3
     assert actual_records == expected_records[5:]
     assert stream.retriever.state == {"__ab_full_refresh_sync_complete": True}
diff --git a/unit_tests/sources/declarative/test_manifest_declarative_source.py b/unit_tests/sources/declarative/test_manifest_declarative_source.py
index b3c9ab4bb..f5c9a159f 100644
--- a/unit_tests/sources/declarative/test_manifest_declarative_source.py
+++ b/unit_tests/sources/declarative/test_manifest_declarative_source.py
@@ -134,7 +134,9 @@ def declarative_stream_config(
 
     @pytest.fixture
     def _dynamic_declarative_stream(self, _declarative_stream):
-        """Generates a DynamicDeclarativeStream configuration."""
+        """
+        Generates a DynamicDeclarativeStream configuration.
+        """
         return {
             "type": "DynamicDeclarativeStream",
             "stream_template": _declarative_stream(),
@@ -1768,6 +1770,7 @@ def test_read_manifest_declarative_source(
         output_data = [
             message.record.data for message in _run_read(manifest, _stream_name) if message.record
         ]
+
         assert output_data == expected_records
         mock_retriever.assert_has_calls(expected_calls)
 
diff --git a/unit_tests/sources/declarative/transformations/test_flatten_fields.py b/unit_tests/sources/declarative/transformations/test_flatten_fields.py
index 4cf53a545..37b9e6b47 100644
--- a/unit_tests/sources/declarative/transformations/test_flatten_fields.py
+++ b/unit_tests/sources/declarative/transformations/test_flatten_fields.py
@@ -4,6 +4,7 @@
 
 import pytest
 
+from airbyte_cdk.sources.declarative.extractors.record_extractor import SERVICE_KEY_PREFIX
 from airbyte_cdk.sources.declarative.transformations.flatten_fields import (
     FlattenFields,
 )
@@ -46,6 +47,24 @@
             {"List": ["Item1", "Item2", "Item3"]},
             {"List.0": "Item1", "List.1": "Item2", "List.2": "Item3"},
         ),
+        (
+            {SERVICE_KEY_PREFIX + "name": "xyz", "List": ["Item1", "Item2", "Item3"]},
+            {
+                SERVICE_KEY_PREFIX + "name": "xyz",
+                "List.0": "Item1",
+                "List.1": "Item2",
+                "List.2": "Item3",
+            },
+        ),
+        (
+            {SERVICE_KEY_PREFIX + "name": {"k", "xyz"}, "List": ["Item1", "Item2", "Item3"]},
+            {
+                SERVICE_KEY_PREFIX + "name": {"k", "xyz"},
+                "List.0": "Item1",
+                "List.1": "Item2",
+                "List.2": "Item3",
+            },
+        ),
     ],
 )
 def test_flatten_fields(input_record, expected_output):

From 92bb031da86f2fb662b2f9ac6eb73a0b9f170d47 Mon Sep 17 00:00:00 2001
From: rpopov <popovr@mdatools.net>
Date: Sat, 18 Jan 2025 23:28:50 +0200
Subject: [PATCH 02/12] Polish

---
 airbyte_cdk/sources/declarative/extractors/dpath_extractor.py  | 2 +-
 airbyte_cdk/sources/declarative/extractors/record_extractor.py | 2 +-
 .../sources/declarative/transformations/flatten_fields.py      | 3 ++-
 3 files changed, 4 insertions(+), 3 deletions(-)

diff --git a/airbyte_cdk/sources/declarative/extractors/dpath_extractor.py b/airbyte_cdk/sources/declarative/extractors/dpath_extractor.py
index b730db87a..2e7f81eb8 100644
--- a/airbyte_cdk/sources/declarative/extractors/dpath_extractor.py
+++ b/airbyte_cdk/sources/declarative/extractors/dpath_extractor.py
@@ -22,7 +22,7 @@
 
 def update_record(record: Any, root: Any) -> Any:
     if isinstance(record, dict):
-        copy = {k: v for k, v in record.items()}
+        copy = dict(record)
         copy.update({RECORD_ROOT_KEY: root})
     else:
         copy = record
diff --git a/airbyte_cdk/sources/declarative/extractors/record_extractor.py b/airbyte_cdk/sources/declarative/extractors/record_extractor.py
index e7b10314a..0e40050d0 100644
--- a/airbyte_cdk/sources/declarative/extractors/record_extractor.py
+++ b/airbyte_cdk/sources/declarative/extractors/record_extractor.py
@@ -10,7 +10,7 @@
 # Convention:
 # - The record extractors may leave service fields bound in the extracted records (mappings).
 # - The names (keys) of the service fields have the value of SERVICE_KEY_PREFIX as their prefix.
-# - The service fields are kept only during the record's filtering and transormation.
+# - The service fields are kept only during the record's filtering and transformation.
 SERVICE_KEY_PREFIX = "$"
 
 
diff --git a/airbyte_cdk/sources/declarative/transformations/flatten_fields.py b/airbyte_cdk/sources/declarative/transformations/flatten_fields.py
index 7f2089818..aa9288385 100644
--- a/airbyte_cdk/sources/declarative/transformations/flatten_fields.py
+++ b/airbyte_cdk/sources/declarative/transformations/flatten_fields.py
@@ -40,7 +40,8 @@ def flatten_record(self, record: Dict[str, Any]) -> Dict[str, Any]:
                             else current_key
                         )
                         stack.append((value, new_key))
-                    else:  # transfer the service fields without change
+                    else:
+                        # transfer the service fields without change
                         transformed_record[current_key] = value
 
             elif isinstance(current_record, list):

From 9dece24112bea4d45434f450e1e1349c84582a44 Mon Sep 17 00:00:00 2001
From: Rusi Popov <popovr@mdatools.net>
Date: Sun, 26 Jan 2025 22:41:53 +0200
Subject: [PATCH 03/12] Integrate the DpathEnhancingExtractor in the UI of
 Airbyte. Created a DPath Enhancing Extractor Refactored the record
 enhancement logic - moved to the extracted class Split the tests of
 DPathExtractor and DPathEnhancingExtractor

Fix the failing tests:

FAILED unit_tests/sources/declarative/parsers/test_model_to_component_factory.py::test_create_custom_components[test_create_custom_component_with_subcomponent_that_uses_parameters]
FAILED unit_tests/sources/declarative/parsers/test_model_to_component_factory.py::test_custom_components_do_not_contain_extra_fields
FAILED unit_tests/sources/declarative/parsers/test_model_to_component_factory.py::test_parse_custom_component_fields_if_subcomponent
FAILED unit_tests/sources/declarative/parsers/test_model_to_component_factory.py::test_create_page_increment
FAILED unit_tests/sources/declarative/parsers/test_model_to_component_factory.py::test_create_offset_increment
FAILED unit_tests/sources/file_based/test_file_based_scenarios.py::test_file_based_read[simple_unstructured_scenario]
FAILED unit_tests/sources/file_based/test_file_based_scenarios.py::test_file_based_read[no_file_extension_unstructured_scenario]

They faile because of comparing string and int values of the page_size (public) attribute.
Imposed an invariant:
  on construction, page_size can be set to a string or int
  keep only values of one type in page_size for uniform comparison (convert the values of the other type)
  _page_size holds the internal / working value
... unless manipulated directly.

Merged:
feat(low-code concurrent): Allow async job low-code streams that are incremental to be run by the concurrent framework (#228)
fix(low-code): Fix declarative low-code state migration in SubstreamPartitionRouter (#267)
feat: combine slash command jobs into single job steps (#266)
feat(low-code): add items and property mappings to dynamic schemas (#256)
feat: add help response for unrecognized slash commands (#264)
ci: post direct links to html connector test reports (#252) (#263)
fix(low-code): Fix legacy state migration in SubstreamPartitionRouter (#261)
fix(airbyte-cdk): Fix RequestOptionsProvider for PerPartitionWithGlobalCursor (#254)
feat(low-code): add profile assertion flow to oauth authenticator component (#236)
feat(Low-Code Concurrent CDK): Add ConcurrentPerPartitionCursor (#111)
fix: don't mypy unit_tests (#241)
fix: handle backoff_strategies in CompositeErrorHandler (#225)
feat(concurrent cursor): attempt at clamping datetime (#234)
fix(airbyte-cdk): Fix RequestOptionsProvider for PerPartitionWithGlobalCursor (#254)
feat(low-code): add profile assertion flow to oauth authenticator component (#236)
feat(Low-Code Concurrent CDK): Add ConcurrentPerPartitionCursor (#111)
fix: don't mypy unit_tests (#241)
fix: handle backoff_strategies in CompositeErrorHandler (#225)
feat(concurrent cursor): attempt at clamping datetime (#234)
ci: use `ubuntu-24.04` explicitly (resolves CI warnings) (#244)
Fix(sdm): module ref issue in python components import (#243)
feat(source-declarative-manifest): add support for custom Python components from dynamic text input (#174)
chore(deps): bump avro from 1.11.3 to 1.12.0 (#133)
docs: comments on what the `Dockerfile` is for (#240)
chore: move ruff configuration to dedicated ruff.toml file (#237)
Fix(sdm): module ref issue in python components import (#243)
feat(low-code): add DpathFlattenFields (#227)
feat(source-declarative-manifest): add support for custom Python components from dynamic text input (#174)
chore(deps): bump avro from 1.11.3 to 1.12.0 (#133)
docs: comments on what the `Dockerfile` is for (#240)
chore: move ruff configuration to dedicated ruff.toml file (#237)
---
 .github/workflows/connector-tests.yml         |   61 +-
 .github/workflows/pdoc_preview.yml            |    2 +-
 .github/workflows/pdoc_publish.yml            |    2 +-
 .github/workflows/pypi_publish.yml            |    8 +-
 .github/workflows/pytest_fast.yml             |    4 +-
 .github/workflows/python_lint.yml             |    6 +-
 .github/workflows/release_drafter.yml         |    2 +-
 .github/workflows/semantic_pr_check.yml       |    2 +-
 .github/workflows/slash_command_dispatch.yml  |   36 +-
 .github/workflows/test-command.yml            |    6 +-
 Dockerfile                                    |    7 +
 airbyte_cdk/__init__.py                       |    3 +-
 .../cli/source_declarative_manifest/_run.py   |    6 +
 .../connector_builder_handler.py              |    1 +
 airbyte_cdk/sources/declarative/auth/oauth.py |   79 +-
 .../concurrent_declarative_source.py          |  176 +-
 .../declarative_component_schema.yaml         |   82 +-
 .../declarative/extractors/__init__.py        |    4 +
 .../extractors/dpath_enhancing_extractor.py   |  136 +
 .../declarative/extractors/dpath_extractor.py |   40 +-
 .../extractors/record_extractor.py            |   34 +-
 .../declarative/extractors/record_filter.py   |    8 +-
 .../declarative/extractors/record_selector.py |   12 +-
 .../declarative/incremental/__init__.py       |    6 +
 .../concurrent_partition_cursor.py            |  360 ++
 .../incremental/global_substream_cursor.py    |    3 +
 .../incremental/per_partition_cursor.py       |   38 +-
 .../manifest_declarative_source.py            |   22 +-
 .../models/declarative_component_schema.py    |   68 +-
 .../parsers/custom_code_compiler.py           |  143 +
 .../parsers/manifest_component_transformer.py |    2 +
 .../parsers/model_to_component_factory.py     |  313 +-
 .../substream_partition_router.py             |   58 +-
 .../error_handlers/composite_error_handler.py |   22 +
 .../paginators/strategies/offset_increment.py |    6 +-
 .../paginators/strategies/page_increment.py   |   12 +-
 .../declarative/retrievers/async_retriever.py |    2 +-
 .../retrievers/simple_retriever.py            |    2 +-
 .../sources/declarative/schema/__init__.py    |    2 +
 .../schema/dynamic_schema_loader.py           |   48 +-
 .../transformations/flatten_fields.py         |    7 +-
 airbyte_cdk/sources/http_logger.py            |    2 +-
 .../sources/streams/concurrent/clamping.py    |   99 +
 .../sources/streams/concurrent/cursor.py      |  108 +-
 .../streams/concurrent/cursor_types.py        |   32 +
 .../http/requests_native_auth/oauth.py        |   40 +-
 airbyte_cdk/sources/types.py                  |    6 +-
 .../test/utils/manifest_only_fixtures.py      |    3 +-
 airbyte_cdk/utils/slice_hasher.py             |    9 +-
 docs/CONTRIBUTING.md                          |   37 +-
 mypy.ini                                      |    1 +
 poetry.lock                                   |  840 ++---
 pyproject.toml                                |   10 +-
 ruff.toml                                     |    6 +
 .../test_connector_builder_handler.py         |    6 +-
 .../source_the_guardian_api/.gitignore        |    1 +
 .../source_the_guardian_api/README.md         |    9 +
 .../source_the_guardian_api/components.py     |   61 +
 .../components_failing.py                     |   54 +
 .../source_the_guardian_api/manifest.yaml     |  376 +++
 .../source_the_guardian_api/valid_config.yaml |    1 +
 ..._source_declarative_w_custom_components.py |  304 ++
 .../sources/declarative/auth/test_oauth.py    |   47 +-
 .../test_dpath_enhancing_extractor.py         |  224 ++
 .../extractors/test_dpath_extractor.py        |    8 -
 .../extractors/test_record_extractor.py       |   41 -
 .../extractors/test_record_filter.py          |    6 +-
 .../extractors/test_record_selector.py        |   35 +-
 .../test_concurrent_perpartitioncursor.py     | 2892 +++++++++++++++++
 .../test_model_to_component_factory.py        |  145 +-
 .../test_parent_state_stream.py               |    1 -
 .../test_substream_partition_router.py        |  119 +
 .../test_composite_error_handler.py           |   77 +
 .../requesters/test_http_requester.py         |   33 +
 .../retrievers/test_simple_retriever.py       |   16 +-
 .../schema/test_dynamic_schema_loader.py      |   40 +-
 .../test_concurrent_declarative_source.py     |   76 +-
 .../test_manifest_declarative_source.py       |   11 +-
 .../streams/concurrent/test_clamping.py       |  111 +
 .../sources/streams/concurrent/test_cursor.py |  128 +
 .../test_requests_native_auth.py              |   10 +-
 81 files changed, 6915 insertions(+), 941 deletions(-)
 create mode 100644 airbyte_cdk/sources/declarative/extractors/dpath_enhancing_extractor.py
 create mode 100644 airbyte_cdk/sources/declarative/incremental/concurrent_partition_cursor.py
 create mode 100644 airbyte_cdk/sources/declarative/parsers/custom_code_compiler.py
 create mode 100644 airbyte_cdk/sources/streams/concurrent/clamping.py
 create mode 100644 airbyte_cdk/sources/streams/concurrent/cursor_types.py
 create mode 100644 ruff.toml
 create mode 100644 unit_tests/source_declarative_manifest/resources/source_the_guardian_api/.gitignore
 create mode 100644 unit_tests/source_declarative_manifest/resources/source_the_guardian_api/README.md
 create mode 100644 unit_tests/source_declarative_manifest/resources/source_the_guardian_api/components.py
 create mode 100644 unit_tests/source_declarative_manifest/resources/source_the_guardian_api/components_failing.py
 create mode 100644 unit_tests/source_declarative_manifest/resources/source_the_guardian_api/manifest.yaml
 create mode 100644 unit_tests/source_declarative_manifest/resources/source_the_guardian_api/valid_config.yaml
 create mode 100644 unit_tests/source_declarative_manifest/test_source_declarative_w_custom_components.py
 create mode 100644 unit_tests/sources/declarative/extractors/test_dpath_enhancing_extractor.py
 create mode 100644 unit_tests/sources/declarative/incremental/test_concurrent_perpartitioncursor.py
 create mode 100644 unit_tests/sources/streams/concurrent/test_clamping.py

diff --git a/.github/workflows/connector-tests.yml b/.github/workflows/connector-tests.yml
index aecc3e9d6..4f6cedee0 100644
--- a/.github/workflows/connector-tests.yml
+++ b/.github/workflows/connector-tests.yml
@@ -25,7 +25,7 @@ concurrency:
 jobs:
   cdk_changes:
     name: Get Changes
-    runs-on: ubuntu-latest
+    runs-on: ubuntu-22.04
     permissions:
       statuses: write
       pull-requests: read
@@ -62,7 +62,7 @@ jobs:
     # Forked PRs are handled by the community_ci.yml workflow
     # If the condition is not met the job will be skipped (it will not fail)
     # runs-on: connector-test-large
-    runs-on: ubuntu-latest
+    runs-on: ubuntu-22.04
     timeout-minutes: 360 # 6 hours
     strategy:
       fail-fast: false
@@ -96,6 +96,8 @@ jobs:
     name: "Check: '${{matrix.connector}}' (skip=${{needs.cdk_changes.outputs['src'] == 'false' || needs.cdk_changes.outputs[matrix.cdk_extra] == 'false'}})"
     permissions:
       checks: write
+      contents: write  # Required for creating commit statuses
+      pull-requests: read
     steps:
       - name: Abort if extra not changed (${{matrix.cdk_extra}})
         id: no_changes
@@ -123,6 +125,26 @@ jobs:
           repository: airbytehq/airbyte
           ref: master
           path: airbyte
+      - name: Set up Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: "3.10"
+      # Create initial pending status for test report
+      - name: Create Pending Test Report Status
+        if: steps.no_changes.outputs.status != 'cancelled'
+        env:
+          GH_TOKEN: ${{ secrets.GH_PAT_MAINTENANCE_OCTAVIA }}
+        run: |
+          HEAD_SHA="${{ github.event.pull_request.head.sha || github.sha }}"
+          gh api \
+            --method POST \
+            -H "Accept: application/vnd.github+json" \
+            -H "X-GitHub-Api-Version: 2022-11-28" \
+            repos/${{ github.repository }}/statuses/$HEAD_SHA \
+            -f state="pending" \
+            -f description="Running connector tests..." \
+            -f context="${{ matrix.connector }} Test Report"
+
       - name: Test Connector
         if: steps.no_changes.outputs.status != 'cancelled'
         timeout-minutes: 90
@@ -131,7 +153,7 @@ jobs:
           POETRY_DYNAMIC_VERSIONING_BYPASS: "0.0.0"
         run: |
           cd airbyte
-          make tools.airbyte-ci-binary.install
+          make tools.airbyte-ci-dev.install
           airbyte-ci \
           --ci-report-bucket-name=airbyte-ci-reports-multi \
           connectors \
@@ -169,6 +191,39 @@ jobs:
           echo "success=${success}" >> $GITHUB_OUTPUT
           echo "html_report_url=${html_report_url}" >> $GITHUB_OUTPUT
 
+      # Update the test report status with results
+      - name: Update Test Report Status
+        if: always() && steps.no_changes.outputs.status != 'cancelled' && steps.evaluate_output.outcome == 'success'
+        env:
+          GH_TOKEN: ${{ secrets.GH_PAT_MAINTENANCE_OCTAVIA }}
+        run: |
+          HEAD_SHA="${{ github.event.pull_request.head.sha || github.sha }}"
+          gh api \
+            --method POST \
+            -H "Accept: application/vnd.github+json" \
+            -H "X-GitHub-Api-Version: 2022-11-28" \
+            repos/${{ github.repository }}/statuses/$HEAD_SHA \
+            -f state="${{ steps.evaluate_output.outputs.success == 'true' && 'success' || 'failure' }}" \
+            -f target_url="${{ steps.evaluate_output.outputs.html_report_url }}" \
+            -f description="Click Details to view the test report" \
+            -f context="${{ matrix.connector }} Test Report"
+
+      # Create failure status if report generation failed
+      - name: Create Report Generation Failed Status
+        if: always() && steps.no_changes.outputs.status != 'cancelled' && steps.evaluate_output.outcome != 'success'
+        env:
+          GH_TOKEN: ${{ secrets.GH_PAT_MAINTENANCE_OCTAVIA }}
+        run: |
+          HEAD_SHA="${{ github.event.pull_request.head.sha || github.sha }}"
+          gh api \
+            --method POST \
+            -H "Accept: application/vnd.github+json" \
+            -H "X-GitHub-Api-Version: 2022-11-28" \
+            repos/${{ github.repository }}/statuses/$HEAD_SHA \
+            -f state="failure" \
+            -f description="Failed to run connector tests." \
+            -f context="${{ matrix.connector }} Test Report"
+
       # Upload the job output to the artifacts
       - name: Upload Job Output
         id: upload_job_output
diff --git a/.github/workflows/pdoc_preview.yml b/.github/workflows/pdoc_preview.yml
index 3a7f6b254..58b703732 100644
--- a/.github/workflows/pdoc_preview.yml
+++ b/.github/workflows/pdoc_preview.yml
@@ -8,7 +8,7 @@ on:
 
 jobs:
   preview_docs:
-    runs-on: ubuntu-latest
+    runs-on: ubuntu-24.04
 
     steps:
       - name: Checkout code
diff --git a/.github/workflows/pdoc_publish.yml b/.github/workflows/pdoc_publish.yml
index 0af8fe4eb..ffe9d7b61 100644
--- a/.github/workflows/pdoc_publish.yml
+++ b/.github/workflows/pdoc_publish.yml
@@ -22,7 +22,7 @@ concurrency:
 
 jobs:
   publish_docs:
-    runs-on: ubuntu-latest
+    runs-on: ubuntu-24.04
     environment:
       name: "github-pages"
       url: ${{ steps.deployment.outputs.page_url }}
diff --git a/.github/workflows/pypi_publish.yml b/.github/workflows/pypi_publish.yml
index 302532051..6a6781c26 100644
--- a/.github/workflows/pypi_publish.yml
+++ b/.github/workflows/pypi_publish.yml
@@ -35,7 +35,7 @@ on:
 jobs:
   build:
     name: Build Python Package
-    runs-on: ubuntu-latest
+    runs-on: ubuntu-24.04
     steps:
       - name: Detect Release Tag Version
         if: startsWith(github.ref, 'refs/tags/v')
@@ -107,7 +107,7 @@ jobs:
 
   publish_cdk:
     name: Publish CDK version to PyPI
-    runs-on: ubuntu-latest
+    runs-on: ubuntu-24.04
     needs: [build]
     permissions:
       id-token: write
@@ -156,7 +156,7 @@ jobs:
       (github.event_name == 'workflow_dispatch' &&
        github.event.inputs.publish_to_dockerhub == 'true'
       )
-    runs-on: ubuntu-latest
+    runs-on: ubuntu-24.04
     needs: [build]
     environment:
       name: DockerHub
@@ -257,7 +257,7 @@ jobs:
     env:
       VERSION: ${{ needs.build.outputs.VERSION }}
       IS_PRERELEASE: ${{ needs.build.outputs.IS_PRERELEASE }}
-    runs-on: ubuntu-latest
+    runs-on: ubuntu-24.04
     steps:
       - uses: actions/setup-python@v5
         with:
diff --git a/.github/workflows/pytest_fast.yml b/.github/workflows/pytest_fast.yml
index 2beebb950..7bd5dc5be 100644
--- a/.github/workflows/pytest_fast.yml
+++ b/.github/workflows/pytest_fast.yml
@@ -9,7 +9,7 @@ on:
 jobs:
   test-build:
     name: Build and Inspect Python Package
-    runs-on: ubuntu-latest
+    runs-on: ubuntu-24.04
     steps:
       - name: Checkout code
         uses: actions/checkout@v4
@@ -36,7 +36,7 @@ jobs:
 
   pytest-fast:
     name: Pytest (Fast)
-    runs-on: ubuntu-latest
+    runs-on: ubuntu-24.04
     steps:
       # Common steps:
       - name: Checkout code
diff --git a/.github/workflows/python_lint.yml b/.github/workflows/python_lint.yml
index f92ae7f0d..a7f9ffae7 100644
--- a/.github/workflows/python_lint.yml
+++ b/.github/workflows/python_lint.yml
@@ -9,7 +9,7 @@ on:
 jobs:
   ruff-lint-check:
     name: Ruff Lint Check
-    runs-on: ubuntu-latest
+    runs-on: ubuntu-24.04
     steps:
       # Common steps:
       - name: Checkout code
@@ -32,7 +32,7 @@ jobs:
 
   ruff-format-check:
     name: Ruff Format Check
-    runs-on: ubuntu-latest
+    runs-on: ubuntu-24.04
     steps:
       # Common steps:
       - name: Checkout code
@@ -55,7 +55,7 @@ jobs:
 
   mypy-check:
     name: MyPy Check
-    runs-on: ubuntu-latest
+    runs-on: ubuntu-24.04
     steps:
       # Common steps:
       - name: Checkout code
diff --git a/.github/workflows/release_drafter.yml b/.github/workflows/release_drafter.yml
index 5996860e3..9d058c7b5 100644
--- a/.github/workflows/release_drafter.yml
+++ b/.github/workflows/release_drafter.yml
@@ -16,7 +16,7 @@ jobs:
     permissions:
       contents: write
       pull-requests: write
-    runs-on: ubuntu-latest
+    runs-on: ubuntu-24.04
     steps:
       # Drafts the next Release notes as Pull Requests are merged into "main"
       - uses: release-drafter/release-drafter@v6
diff --git a/.github/workflows/semantic_pr_check.yml b/.github/workflows/semantic_pr_check.yml
index e738d428b..38e1ffb1e 100644
--- a/.github/workflows/semantic_pr_check.yml
+++ b/.github/workflows/semantic_pr_check.yml
@@ -14,7 +14,7 @@ permissions:
 jobs:
   validate_pr_title:
     name: Validate PR title
-    runs-on: ubuntu-latest
+    runs-on: ubuntu-24.04
     steps:
       - uses: amannn/action-semantic-pull-request@v5
         if: ${{ github.event.pull_request.draft == false }}
diff --git a/.github/workflows/slash_command_dispatch.yml b/.github/workflows/slash_command_dispatch.yml
index cb889cdaf..4b1f2b21a 100644
--- a/.github/workflows/slash_command_dispatch.yml
+++ b/.github/workflows/slash_command_dispatch.yml
@@ -8,11 +8,13 @@ jobs:
   slashCommandDispatch:
     # Only allow slash commands on pull request (not on issues)
     if: ${{ github.event.issue.pull_request }}
-    runs-on: ubuntu-latest
+    runs-on: ubuntu-24.04
     steps:
       - name: Slash Command Dispatch
         id: dispatch
-        uses: peter-evans/slash-command-dispatch@v4
+        # TODO: Revert to `peter-evans/slash-command-dispatch@v4` after PR merges:
+        # - https://github.com/peter-evans/slash-command-dispatch/pull/372/files
+        uses: aaronsteers/slash-command-dispatch@aj/fix/add-dispatched-bool-output
         with:
           repository: ${{ github.repository }}
           token: ${{ secrets.GH_PAT_MAINTENANCE_OCTAVIA }}
@@ -36,3 +38,33 @@ jobs:
           comment-id: ${{ github.event.comment.id }}
           body: |
             > Error: ${{ steps.dispatch.outputs.error-message }}
+
+      - name: Generate help text
+        id: help
+        if: >
+          startsWith(github.event.comment.body, '/') &&
+          !steps.dispatch.outputs.dispatched
+        run: |
+          HELP_TEXT="The following slash commands are available:
+
+          - \`/autofix\` - Corrects any linting or formatting issues
+          - \`/test\` - Runs the test suite
+          - \`/poetry-lock\` - Re-locks dependencies and updates the poetry.lock file
+          - \`/help\` - Shows this help message"
+          
+          if [[ "${{ github.event.comment.body }}" == "/help" ]]; then
+            echo "body=$HELP_TEXT" >> $GITHUB_OUTPUT
+          else
+            echo "body=It looks like you are trying to enter a slash command. Either the slash command is unrecognized or you don't have access to call it.
+
+          $HELP_TEXT" >> $GITHUB_OUTPUT
+          fi
+
+      - name: Post help message
+        if: >
+          startsWith(github.event.comment.body, '/') &&
+          !steps.dispatch.outputs.dispatched
+        uses: peter-evans/create-or-update-comment@v4
+        with:
+          comment-id: ${{ github.event.comment.id }}
+          body: ${{ steps.help.outputs.body }}
diff --git a/.github/workflows/test-command.yml b/.github/workflows/test-command.yml
index 47023436f..e623759af 100644
--- a/.github/workflows/test-command.yml
+++ b/.github/workflows/test-command.yml
@@ -15,7 +15,7 @@ on:
 jobs:
   start-workflow:
     name: Append 'Starting' Comment
-    runs-on: ubuntu-latest
+    runs-on: ubuntu-24.04
     steps:
       - name: Get PR JSON
         id: pr-info
@@ -127,7 +127,7 @@ jobs:
   log-success-comment:
     name: Append 'Success' Comment
     needs: [pytest-on-demand]
-    runs-on: ubuntu-latest
+    runs-on: ubuntu-24.04
     steps:
       - name: Append success comment
         uses: peter-evans/create-or-update-comment@v4
@@ -143,7 +143,7 @@ jobs:
     # This job will only run if the workflow fails
     needs: [pytest-on-demand, start-workflow]
     if: always() && needs.pytest-on-demand.result == 'failure'
-    runs-on: ubuntu-latest
+    runs-on: ubuntu-24.04
     steps:
       - name: Append failure comment
         uses: peter-evans/create-or-update-comment@v4
diff --git a/Dockerfile b/Dockerfile
index 400fe4d48..2215cff55 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,3 +1,10 @@
+# This Dockerfile is used to build `airbyte/source-declarative-manifest` image that in turn is used
+# 1. to build Manifest-only connectors themselves
+# 2. to run manifest (Builder) connectors published into a particular user's workspace in Airbyte
+#
+# A new version of source-declarative-manifest is built for every new Airbyte CDK release, and their versions are kept in sync.
+#
+
 FROM docker.io/airbyte/python-connector-base:3.0.0@sha256:1a0845ff2b30eafa793c6eee4e8f4283c2e52e1bbd44eed6cb9e9abd5d34d844
 
 WORKDIR /airbyte/integration_code
diff --git a/airbyte_cdk/__init__.py b/airbyte_cdk/__init__.py
index 262d162cc..d1bf2dae4 100644
--- a/airbyte_cdk/__init__.py
+++ b/airbyte_cdk/__init__.py
@@ -92,7 +92,7 @@
 from .sources.declarative.declarative_stream import DeclarativeStream
 from .sources.declarative.decoders import Decoder, JsonDecoder
 from .sources.declarative.exceptions import ReadException
-from .sources.declarative.extractors import DpathExtractor, RecordSelector
+from .sources.declarative.extractors import DpathEnhancingExtractor, DpathExtractor, RecordSelector
 from .sources.declarative.extractors.record_extractor import RecordExtractor
 from .sources.declarative.extractors.record_filter import RecordFilter
 from .sources.declarative.incremental import DatetimeBasedCursor
@@ -234,6 +234,7 @@
     "DefaultPaginator",
     "DefaultRequestOptionsProvider",
     "DpathExtractor",
+    "DpathEnhancingExtractor",
     "FieldPointer",
     "HttpMethod",
     "HttpRequester",
diff --git a/airbyte_cdk/cli/source_declarative_manifest/_run.py b/airbyte_cdk/cli/source_declarative_manifest/_run.py
index 232ac302f..5def00602 100644
--- a/airbyte_cdk/cli/source_declarative_manifest/_run.py
+++ b/airbyte_cdk/cli/source_declarative_manifest/_run.py
@@ -171,6 +171,12 @@ def create_declarative_source(
                 "Invalid config: `__injected_declarative_manifest` should be provided at the root "
                 f"of the config but config only has keys: {list(config.keys() if config else [])}"
             )
+        if not isinstance(config["__injected_declarative_manifest"], dict):
+            raise ValueError(
+                "Invalid config: `__injected_declarative_manifest` should be a dictionary, "
+                f"but got type: {type(config['__injected_declarative_manifest'])}"
+            )
+
         return ConcurrentDeclarativeSource(
             config=config,
             catalog=catalog,
diff --git a/airbyte_cdk/connector_builder/connector_builder_handler.py b/airbyte_cdk/connector_builder/connector_builder_handler.py
index 2c241f6fb..b2a728570 100644
--- a/airbyte_cdk/connector_builder/connector_builder_handler.py
+++ b/airbyte_cdk/connector_builder/connector_builder_handler.py
@@ -52,6 +52,7 @@ def get_limits(config: Mapping[str, Any]) -> TestReadLimits:
 def create_source(config: Mapping[str, Any], limits: TestReadLimits) -> ManifestDeclarativeSource:
     manifest = config["__injected_declarative_manifest"]
     return ManifestDeclarativeSource(
+        config=config,
         emit_connector_builder_messages=True,
         source_config=manifest,
         component_factory=ModelToComponentFactory(
diff --git a/airbyte_cdk/sources/declarative/auth/oauth.py b/airbyte_cdk/sources/declarative/auth/oauth.py
index 36508fd7e..249dee790 100644
--- a/airbyte_cdk/sources/declarative/auth/oauth.py
+++ b/airbyte_cdk/sources/declarative/auth/oauth.py
@@ -3,11 +3,12 @@
 #
 
 from dataclasses import InitVar, dataclass, field
-from typing import Any, List, Mapping, Optional, Union
+from typing import Any, List, Mapping, MutableMapping, Optional, Union
 
 import pendulum
 
 from airbyte_cdk.sources.declarative.auth.declarative_authenticator import DeclarativeAuthenticator
+from airbyte_cdk.sources.declarative.interpolation.interpolated_boolean import InterpolatedBoolean
 from airbyte_cdk.sources.declarative.interpolation.interpolated_mapping import InterpolatedMapping
 from airbyte_cdk.sources.declarative.interpolation.interpolated_string import InterpolatedString
 from airbyte_cdk.sources.message import MessageRepository, NoopMessageRepository
@@ -44,10 +45,10 @@ class DeclarativeOauth2Authenticator(AbstractOauth2Authenticator, DeclarativeAut
         message_repository (MessageRepository): the message repository used to emit logs on HTTP requests
     """
 
-    client_id: Union[InterpolatedString, str]
-    client_secret: Union[InterpolatedString, str]
     config: Mapping[str, Any]
     parameters: InitVar[Mapping[str, Any]]
+    client_id: Optional[Union[InterpolatedString, str]] = None
+    client_secret: Optional[Union[InterpolatedString, str]] = None
     token_refresh_endpoint: Optional[Union[InterpolatedString, str]] = None
     refresh_token: Optional[Union[InterpolatedString, str]] = None
     scopes: Optional[List[str]] = None
@@ -66,6 +67,8 @@ class DeclarativeOauth2Authenticator(AbstractOauth2Authenticator, DeclarativeAut
     grant_type_name: Union[InterpolatedString, str] = "grant_type"
     grant_type: Union[InterpolatedString, str] = "refresh_token"
     message_repository: MessageRepository = NoopMessageRepository()
+    profile_assertion: Optional[DeclarativeAuthenticator] = None
+    use_profile_assertion: Optional[Union[InterpolatedBoolean, str, bool]] = False
 
     def __post_init__(self, parameters: Mapping[str, Any]) -> None:
         super().__init__()
@@ -76,11 +79,19 @@ def __post_init__(self, parameters: Mapping[str, Any]) -> None:
         else:
             self._token_refresh_endpoint = None
         self._client_id_name = InterpolatedString.create(self.client_id_name, parameters=parameters)
-        self._client_id = InterpolatedString.create(self.client_id, parameters=parameters)
+        self._client_id = (
+            InterpolatedString.create(self.client_id, parameters=parameters)
+            if self.client_id
+            else self.client_id
+        )
         self._client_secret_name = InterpolatedString.create(
             self.client_secret_name, parameters=parameters
         )
-        self._client_secret = InterpolatedString.create(self.client_secret, parameters=parameters)
+        self._client_secret = (
+            InterpolatedString.create(self.client_secret, parameters=parameters)
+            if self.client_secret
+            else self.client_secret
+        )
         self._refresh_token_name = InterpolatedString.create(
             self.refresh_token_name, parameters=parameters
         )
@@ -99,7 +110,12 @@ def __post_init__(self, parameters: Mapping[str, Any]) -> None:
         self.grant_type_name = InterpolatedString.create(
             self.grant_type_name, parameters=parameters
         )
-        self.grant_type = InterpolatedString.create(self.grant_type, parameters=parameters)
+        self.grant_type = InterpolatedString.create(
+            "urn:ietf:params:oauth:grant-type:jwt-bearer"
+            if self.use_profile_assertion
+            else self.grant_type,
+            parameters=parameters,
+        )
         self._refresh_request_body = InterpolatedMapping(
             self.refresh_request_body or {}, parameters=parameters
         )
@@ -115,6 +131,13 @@ def __post_init__(self, parameters: Mapping[str, Any]) -> None:
             if self.token_expiry_date
             else pendulum.now().subtract(days=1)  # type: ignore # substract does not have type hints
         )
+        self.use_profile_assertion = (
+            InterpolatedBoolean(self.use_profile_assertion, parameters=parameters)
+            if isinstance(self.use_profile_assertion, str)
+            else self.use_profile_assertion
+        )
+        self.assertion_name = "assertion"
+
         if self.access_token_value is not None:
             self._access_token_value = InterpolatedString.create(
                 self.access_token_value, parameters=parameters
@@ -126,9 +149,20 @@ def __post_init__(self, parameters: Mapping[str, Any]) -> None:
             self._access_token_value if self.access_token_value else None
         )
 
+        if not self.use_profile_assertion and any(
+            client_creds is None for client_creds in [self.client_id, self.client_secret]
+        ):
+            raise ValueError(
+                "OAuthAuthenticator configuration error: Both 'client_id' and 'client_secret' are required for the "
+                "basic OAuth flow."
+            )
+        if self.profile_assertion is None and self.use_profile_assertion:
+            raise ValueError(
+                "OAuthAuthenticator configuration error: 'profile_assertion' is required when using the profile assertion flow."
+            )
         if self.get_grant_type() == "refresh_token" and self._refresh_token is None:
             raise ValueError(
-                "OAuthAuthenticator needs a refresh_token parameter if grant_type is set to `refresh_token`"
+                "OAuthAuthenticator configuration error: A 'refresh_token' is required when the 'grant_type' is set to 'refresh_token'."
             )
 
     def get_token_refresh_endpoint(self) -> Optional[str]:
@@ -145,19 +179,21 @@ def get_client_id_name(self) -> str:
         return self._client_id_name.eval(self.config)  # type: ignore # eval returns a string in this context
 
     def get_client_id(self) -> str:
-        client_id: str = self._client_id.eval(self.config)
+        client_id = self._client_id.eval(self.config) if self._client_id else self._client_id
         if not client_id:
             raise ValueError("OAuthAuthenticator was unable to evaluate client_id parameter")
-        return client_id
+        return client_id  # type: ignore # value will be returned as a string, or an error will be raised
 
     def get_client_secret_name(self) -> str:
         return self._client_secret_name.eval(self.config)  # type: ignore # eval returns a string in this context
 
     def get_client_secret(self) -> str:
-        client_secret: str = self._client_secret.eval(self.config)
+        client_secret = (
+            self._client_secret.eval(self.config) if self._client_secret else self._client_secret
+        )
         if not client_secret:
             raise ValueError("OAuthAuthenticator was unable to evaluate client_secret parameter")
-        return client_secret
+        return client_secret  # type: ignore # value will be returned as a string, or an error will be raised
 
     def get_refresh_token_name(self) -> str:
         return self._refresh_token_name.eval(self.config)  # type: ignore # eval returns a string in this context
@@ -192,6 +228,27 @@ def get_token_expiry_date(self) -> pendulum.DateTime:
     def set_token_expiry_date(self, value: Union[str, int]) -> None:
         self._token_expiry_date = self._parse_token_expiration_date(value)
 
+    def get_assertion_name(self) -> str:
+        return self.assertion_name
+
+    def get_assertion(self) -> str:
+        if self.profile_assertion is None:
+            raise ValueError("profile_assertion is not set")
+        return self.profile_assertion.token
+
+    def build_refresh_request_body(self) -> Mapping[str, Any]:
+        """
+        Returns the request body to set on the refresh request
+
+        Override to define additional parameters
+        """
+        if self.use_profile_assertion:
+            return {
+                self.get_grant_type_name(): self.get_grant_type(),
+                self.get_assertion_name(): self.get_assertion(),
+            }
+        return super().build_refresh_request_body()
+
     @property
     def access_token(self) -> str:
         if self._access_token is None:
diff --git a/airbyte_cdk/sources/declarative/concurrent_declarative_source.py b/airbyte_cdk/sources/declarative/concurrent_declarative_source.py
index 7de937782..3293731fd 100644
--- a/airbyte_cdk/sources/declarative/concurrent_declarative_source.py
+++ b/airbyte_cdk/sources/declarative/concurrent_declarative_source.py
@@ -20,6 +20,9 @@
     ClientSideIncrementalRecordFilterDecorator,
 )
 from airbyte_cdk.sources.declarative.incremental.datetime_based_cursor import DatetimeBasedCursor
+from airbyte_cdk.sources.declarative.incremental.per_partition_with_global import (
+    PerPartitionWithGlobalCursor,
+)
 from airbyte_cdk.sources.declarative.interpolation import InterpolatedString
 from airbyte_cdk.sources.declarative.manifest_declarative_source import ManifestDeclarativeSource
 from airbyte_cdk.sources.declarative.models.declarative_component_schema import (
@@ -31,8 +34,9 @@
 from airbyte_cdk.sources.declarative.parsers.model_to_component_factory import (
     ModelToComponentFactory,
 )
+from airbyte_cdk.sources.declarative.partition_routers import AsyncJobPartitionRouter
 from airbyte_cdk.sources.declarative.requesters import HttpRequester
-from airbyte_cdk.sources.declarative.retrievers import SimpleRetriever
+from airbyte_cdk.sources.declarative.retrievers import AsyncRetriever, Retriever, SimpleRetriever
 from airbyte_cdk.sources.declarative.stream_slicers.declarative_partition_generator import (
     DeclarativePartitionFactory,
     StreamSlicerPartitionGenerator,
@@ -45,7 +49,7 @@
 from airbyte_cdk.sources.streams.concurrent.availability_strategy import (
     AlwaysAvailableAvailabilityStrategy,
 )
-from airbyte_cdk.sources.streams.concurrent.cursor import FinalStateCursor
+from airbyte_cdk.sources.streams.concurrent.cursor import ConcurrentCursor, FinalStateCursor
 from airbyte_cdk.sources.streams.concurrent.default_stream import DefaultStream
 from airbyte_cdk.sources.streams.concurrent.helpers import get_primary_key_from_stream
 
@@ -66,6 +70,10 @@ def __init__(
         component_factory: Optional[ModelToComponentFactory] = None,
         **kwargs: Any,
     ) -> None:
+        # todo: We could remove state from initialization. Now that streams are grouped during the read(), a source
+        #  no longer needs to store the original incoming state. But maybe there's an edge case?
+        self._connector_state_manager = ConnectorStateManager(state=state)  # type: ignore  # state is always in the form of List[AirbyteStateMessage]. The ConnectorStateManager should use generics, but this can be done later
+
         # To reduce the complexity of the concurrent framework, we are not enabling RFR with synthetic
         # cursors. We do this by no longer automatically instantiating RFR cursors when converting
         # the declarative models into runtime components. Concurrent sources will continue to checkpoint
@@ -73,19 +81,17 @@ def __init__(
         component_factory = component_factory or ModelToComponentFactory(
             emit_connector_builder_messages=emit_connector_builder_messages,
             disable_resumable_full_refresh=True,
+            connector_state_manager=self._connector_state_manager,
         )
 
         super().__init__(
             source_config=source_config,
+            config=config,
             debug=debug,
             emit_connector_builder_messages=emit_connector_builder_messages,
             component_factory=component_factory,
         )
 
-        # todo: We could remove state from initialization. Now that streams are grouped during the read(), a source
-        #  no longer needs to store the original incoming state. But maybe there's an edge case?
-        self._state = state
-
         concurrency_level_from_manifest = self._source_config.get("concurrency_level")
         if concurrency_level_from_manifest:
             concurrency_level_component = self._constructor.create_component(
@@ -175,8 +181,6 @@ def _group_streams(
         concurrent_streams: List[AbstractStream] = []
         synchronous_streams: List[Stream] = []
 
-        state_manager = ConnectorStateManager(state=self._state)  # type: ignore  # state is always in the form of List[AirbyteStateMessage]. The ConnectorStateManager should use generics, but this can be done later
-
         # Combine streams and dynamic_streams. Note: both cannot be empty at the same time,
         # and this is validated during the initialization of the source.
         streams = self._stream_configs(self._source_config) + self._dynamic_stream_configs(
@@ -216,45 +220,52 @@ def _group_streams(
                 if self._is_datetime_incremental_without_partition_routing(
                     declarative_stream, incremental_sync_component_definition
                 ):
-                    stream_state = state_manager.get_stream_state(
+                    stream_state = self._connector_state_manager.get_stream_state(
                         stream_name=declarative_stream.name, namespace=declarative_stream.namespace
                     )
 
-                    cursor = self._constructor.create_concurrent_cursor_from_datetime_based_cursor(
-                        state_manager=state_manager,
-                        model_type=DatetimeBasedCursorModel,
-                        component_definition=incremental_sync_component_definition,  # type: ignore  # Not None because of the if condition above
-                        stream_name=declarative_stream.name,
-                        stream_namespace=declarative_stream.namespace,
-                        config=config or {},
-                        stream_state=stream_state,
-                    )
+                    retriever = self._get_retriever(declarative_stream, stream_state)
 
-                    retriever = declarative_stream.retriever
-
-                    # This is an optimization so that we don't invoke any cursor or state management flows within the
-                    # low-code framework because state management is handled through the ConcurrentCursor.
-                    if declarative_stream and isinstance(retriever, SimpleRetriever):
-                        # Also a temporary hack. In the legacy Stream implementation, as part of the read,
-                        # set_initial_state() is called to instantiate incoming state on the cursor. Although we no
-                        # longer rely on the legacy low-code cursor for concurrent checkpointing, low-code components
-                        # like StopConditionPaginationStrategyDecorator and ClientSideIncrementalRecordFilterDecorator
-                        # still rely on a DatetimeBasedCursor that is properly initialized with state.
-                        if retriever.cursor:
-                            retriever.cursor.set_initial_state(stream_state=stream_state)
-                        # We zero it out here, but since this is a cursor reference, the state is still properly
-                        # instantiated for the other components that reference it
-                        retriever.cursor = None
+                    if isinstance(declarative_stream.retriever, AsyncRetriever) and isinstance(
+                        declarative_stream.retriever.stream_slicer, AsyncJobPartitionRouter
+                    ):
+                        cursor = declarative_stream.retriever.stream_slicer.stream_slicer
 
-                    partition_generator = StreamSlicerPartitionGenerator(
-                        DeclarativePartitionFactory(
-                            declarative_stream.name,
-                            declarative_stream.get_json_schema(),
-                            retriever,
-                            self.message_repository,
-                        ),
-                        cursor,
-                    )
+                        if not isinstance(cursor, ConcurrentCursor):
+                            # This should never happen since we instantiate ConcurrentCursor in
+                            # model_to_component_factory.py
+                            raise ValueError(
+                                f"Expected AsyncJobPartitionRouter stream_slicer to be of type ConcurrentCursor, but received{cursor.__class__}"
+                            )
+
+                        partition_generator = StreamSlicerPartitionGenerator(
+                            partition_factory=DeclarativePartitionFactory(
+                                declarative_stream.name,
+                                declarative_stream.get_json_schema(),
+                                retriever,
+                                self.message_repository,
+                            ),
+                            stream_slicer=declarative_stream.retriever.stream_slicer,
+                        )
+                    else:
+                        cursor = (
+                            self._constructor.create_concurrent_cursor_from_datetime_based_cursor(
+                                model_type=DatetimeBasedCursorModel,
+                                component_definition=incremental_sync_component_definition,  # type: ignore  # Not None because of the if condition above
+                                stream_name=declarative_stream.name,
+                                stream_namespace=declarative_stream.namespace,
+                                config=config or {},
+                            )
+                        )
+                        partition_generator = StreamSlicerPartitionGenerator(
+                            partition_factory=DeclarativePartitionFactory(
+                                declarative_stream.name,
+                                declarative_stream.get_json_schema(),
+                                retriever,
+                                self.message_repository,
+                            ),
+                            stream_slicer=cursor,
+                        )
 
                     concurrent_streams.append(
                         DefaultStream(
@@ -304,6 +315,60 @@ def _group_streams(
                             cursor=final_state_cursor,
                         )
                     )
+                elif (
+                    incremental_sync_component_definition
+                    and incremental_sync_component_definition.get("type", "")
+                    == DatetimeBasedCursorModel.__name__
+                    and self._stream_supports_concurrent_partition_processing(
+                        declarative_stream=declarative_stream
+                    )
+                    and hasattr(declarative_stream.retriever, "stream_slicer")
+                    and isinstance(
+                        declarative_stream.retriever.stream_slicer, PerPartitionWithGlobalCursor
+                    )
+                ):
+                    stream_state = self._connector_state_manager.get_stream_state(
+                        stream_name=declarative_stream.name, namespace=declarative_stream.namespace
+                    )
+                    partition_router = declarative_stream.retriever.stream_slicer._partition_router
+
+                    perpartition_cursor = (
+                        self._constructor.create_concurrent_cursor_from_perpartition_cursor(
+                            state_manager=self._connector_state_manager,
+                            model_type=DatetimeBasedCursorModel,
+                            component_definition=incremental_sync_component_definition,
+                            stream_name=declarative_stream.name,
+                            stream_namespace=declarative_stream.namespace,
+                            config=config or {},
+                            stream_state=stream_state,
+                            partition_router=partition_router,
+                        )
+                    )
+
+                    retriever = self._get_retriever(declarative_stream, stream_state)
+
+                    partition_generator = StreamSlicerPartitionGenerator(
+                        DeclarativePartitionFactory(
+                            declarative_stream.name,
+                            declarative_stream.get_json_schema(),
+                            retriever,
+                            self.message_repository,
+                        ),
+                        perpartition_cursor,
+                    )
+
+                    concurrent_streams.append(
+                        DefaultStream(
+                            partition_generator=partition_generator,
+                            name=declarative_stream.name,
+                            json_schema=declarative_stream.get_json_schema(),
+                            availability_strategy=AlwaysAvailableAvailabilityStrategy(),
+                            primary_key=get_primary_key_from_stream(declarative_stream.primary_key),
+                            cursor_field=perpartition_cursor.cursor_field.cursor_field_key,
+                            logger=self.logger,
+                            cursor=perpartition_cursor,
+                        )
+                    )
                 else:
                     synchronous_streams.append(declarative_stream)
             else:
@@ -325,7 +390,10 @@ def _is_datetime_incremental_without_partition_routing(
                 declarative_stream=declarative_stream
             )
             and hasattr(declarative_stream.retriever, "stream_slicer")
-            and isinstance(declarative_stream.retriever.stream_slicer, DatetimeBasedCursor)
+            and (
+                isinstance(declarative_stream.retriever.stream_slicer, DatetimeBasedCursor)
+                or isinstance(declarative_stream.retriever.stream_slicer, AsyncJobPartitionRouter)
+            )
         )
 
     def _stream_supports_concurrent_partition_processing(
@@ -394,6 +462,28 @@ def _stream_supports_concurrent_partition_processing(
                             return False
         return True
 
+    @staticmethod
+    def _get_retriever(
+        declarative_stream: DeclarativeStream, stream_state: Mapping[str, Any]
+    ) -> Retriever:
+        retriever = declarative_stream.retriever
+
+        # This is an optimization so that we don't invoke any cursor or state management flows within the
+        # low-code framework because state management is handled through the ConcurrentCursor.
+        if declarative_stream and isinstance(retriever, SimpleRetriever):
+            # Also a temporary hack. In the legacy Stream implementation, as part of the read,
+            # set_initial_state() is called to instantiate incoming state on the cursor. Although we no
+            # longer rely on the legacy low-code cursor for concurrent checkpointing, low-code components
+            # like StopConditionPaginationStrategyDecorator and ClientSideIncrementalRecordFilterDecorator
+            # still rely on a DatetimeBasedCursor that is properly initialized with state.
+            if retriever.cursor:
+                retriever.cursor.set_initial_state(stream_state=stream_state)
+            # We zero it out here, but since this is a cursor reference, the state is still properly
+            # instantiated for the other components that reference it
+            retriever.cursor = None
+
+        return retriever
+
     @staticmethod
     def _select_streams(
         streams: List[AbstractStream], configured_catalog: ConfiguredAirbyteCatalog
diff --git a/airbyte_cdk/sources/declarative/declarative_component_schema.yaml b/airbyte_cdk/sources/declarative/declarative_component_schema.yaml
index 687943360..155a9f17e 100644
--- a/airbyte_cdk/sources/declarative/declarative_component_schema.yaml
+++ b/airbyte_cdk/sources/declarative/declarative_component_schema.yaml
@@ -784,6 +784,29 @@ definitions:
       type:
         type: string
         enum: [DatetimeBasedCursor]
+      clamping:
+        title: Date Range Clamping
+        description: This option is used to adjust the upper and lower boundaries of each datetime window to beginning and end of the provided target period (day, week, month)
+        type: object
+        required:
+        - target
+        properties:
+          target:
+            title: Target
+            description: The period of time that datetime windows will be clamped by
+            # This should ideally be an enum. However, we don't use an enum because we want to allow for connectors
+            # to support interpolation on the connector config to get the target which is an arbitrary string
+            type: string
+            interpolation_context:
+              - config
+            examples:
+              - "DAY"
+              - "WEEK"
+              - "MONTH"
+              - "{{ config['target'] }}"
+          target_details:
+            type: object
+            additionalProperties: true
       cursor_field:
         title: Cursor Field
         description: The location of the value on a record that will be used as a bookmark during sync. To ensure no data loss, the API must return records in ascending order based on the cursor field. Nested fields are not supported, so the field must be at the top level of the record. You can use a combination of Add Field and Remove Field transformations to move the nested field to the top.
@@ -1058,8 +1081,6 @@ definitions:
     type: object
     required:
       - type
-      - client_id
-      - client_secret
     properties:
       type:
         type: string
@@ -1254,6 +1275,15 @@ definitions:
             default: []
             examples:
               - ["invalid_grant", "invalid_permissions"]
+      profile_assertion:
+        title: Profile Assertion
+        description: The authenticator being used to authenticate the client authenticator.
+        "$ref": "#/definitions/JwtAuthenticator"
+      use_profile_assertion:
+        title: Use Profile Assertion
+        description: Enable using profile assertion as a flow for OAuth authorization.
+        type: boolean
+        default: false
       $parameters:
         type: object
         additionalProperties: true
@@ -1424,6 +1454,39 @@ definitions:
       $parameters:
         type: object
         additionalProperties: true
+
+  DpathEnhancingExtractor:
+    title: Dpath Enhancing Extractor
+    description: |
+      Extract records from a response, navigating a path as an array of fields. Include $parent and $root service fields where:
+      $root holds the original response;
+      $parent holds the attributes container object, including its $parent field.
+      These service fields are local for the filter and transform phases.
+    type: object
+    required:
+      - type
+      - field_path
+    properties:
+      type:
+        type: string
+        enum: [DpathEnhancingExtractor]
+      field_path:
+        title: Field Path
+        description: List of potentially nested fields describing the full path of the field to extract. Use "*" to extract all values from an array. See more info in the [docs](https://docs.airbyte.com/connector-development/config-based/understanding-the-yaml-file/record-selector).
+        type: array
+        items:
+          - type: string
+        interpolation_context:
+          - config
+        examples:
+          - ["data"]
+          - ["data", "records"]
+          - ["data", "{{ parameters.name }}"]
+          - ["data", "*", "record"]
+      $parameters:
+        type: object
+        additionalProperties: true
+
   ResponseToFileExtractor:
     title: CSV To File Extractor
     description: A record extractor designed for handling large responses that may exceed memory limits (to prevent OOM issues). It downloads a CSV file to disk, reads the data from disk, and deletes the file once it has been fully processed.
@@ -1770,6 +1833,19 @@ definitions:
       $parameters:
         type: object
         additionalProperties: true
+  ComplexFieldType:
+    title: Schema Field Type
+    description: (This component is experimental. Use at your own risk.) Represents a complex field type.
+    type: object
+    required:
+      - field_type
+    properties:
+      field_type:
+        type: string
+      items:
+        anyOf:
+          - type: string
+          - "$ref": "#/definitions/ComplexFieldType"
   TypesMap:
     title: Types Map
     description: (This component is experimental. Use at your own risk.) Represents a mapping between a current type and its corresponding target type.
@@ -1784,6 +1860,7 @@ definitions:
           - type: array
             items:
               type: string
+          - "$ref": "#/definitions/ComplexFieldType"
       current_type:
         anyOf:
           - type: string
@@ -2726,6 +2803,7 @@ definitions:
         anyOf:
           - "$ref": "#/definitions/CustomRecordExtractor"
           - "$ref": "#/definitions/DpathExtractor"
+          - "$ref": "#/definitions/DpathEnhancingExtractor"
       record_filter:
         title: Record Filter
         description: Responsible for filtering records to be emitted by the Source.
diff --git a/airbyte_cdk/sources/declarative/extractors/__init__.py b/airbyte_cdk/sources/declarative/extractors/__init__.py
index 8f1d18d12..efb5177f8 100644
--- a/airbyte_cdk/sources/declarative/extractors/__init__.py
+++ b/airbyte_cdk/sources/declarative/extractors/__init__.py
@@ -2,6 +2,9 @@
 # Copyright (c) 2023 Airbyte, Inc., all rights reserved.
 #
 
+from airbyte_cdk.sources.declarative.extractors.dpath_enhancing_extractor import (
+    DpathEnhancingExtractor,
+)
 from airbyte_cdk.sources.declarative.extractors.dpath_extractor import DpathExtractor
 from airbyte_cdk.sources.declarative.extractors.http_selector import HttpSelector
 from airbyte_cdk.sources.declarative.extractors.record_filter import RecordFilter
@@ -15,6 +18,7 @@
     "TypeTransformer",
     "HttpSelector",
     "DpathExtractor",
+    "DpathEnhancingExtractor",
     "RecordFilter",
     "RecordSelector",
     "ResponseToFileExtractor",
diff --git a/airbyte_cdk/sources/declarative/extractors/dpath_enhancing_extractor.py b/airbyte_cdk/sources/declarative/extractors/dpath_enhancing_extractor.py
new file mode 100644
index 000000000..dde35f335
--- /dev/null
+++ b/airbyte_cdk/sources/declarative/extractors/dpath_enhancing_extractor.py
@@ -0,0 +1,136 @@
+#
+# Copyright (c) 2023 Airbyte, Inc., all rights reserved.
+#
+
+from dataclasses import InitVar, dataclass, field
+from typing import Any, Iterable, List, Mapping, MutableMapping, Union
+
+from airbyte_cdk.sources.declarative.extractors.dpath_extractor import DpathExtractor
+from airbyte_cdk.sources.declarative.extractors.record_extractor import (
+    SERVICE_KEY_PREFIX,
+    add_service_key,
+    is_service_key,
+)
+
+# The name of the service key that holds a reference to the original root response
+SERVICE_KEY_ROOT = "root"
+
+# The name of the service key that holds a reference to the owner object
+SERVICE_KEY_PARENT = "parent"
+
+@dataclass
+class DpathEnhancingExtractor(DpathExtractor):
+    """
+    Navigate a path through the JSON structure to the records to retrieve. Extend the records with service fields
+    applicable to their filtering and transformation.
+
+    Like the DpathExtractor, extract records from a response by following a path of names  of nested objects,
+    while adding specific service fields to the extracted records to facilitate the further processing.
+
+    Service fields:
+      root: Binds the original response body, the record was extracted from. This allows the record access any attribute
+      in any nested object, navigating from the root field.
+
+      parent: Binds a map of the parent object's attributes, including its "parent" service field. This way the extracted
+      record has access to the attributes of any object This is especially useful when the records are extracted from
+      nested lists.
+
+    Example:
+      body: {"a":1, "b":2, "c":{"d":4}}\n
+      path: {c}\n
+      record: {"d":4,"parent": { "a":1, "b":2}, "root": { "a":1, "b":2, "c":{"d":4}}}\n
+      access: {{ record.d }}, {{ record["parent"].a }}, {{ record["parent"].b }}, {{ record.["root"].a }}...
+
+    Example:
+      body: {"a":1, "b":2, "c":[{"d":4},{"e",5}]}\n
+      path: {c, *}\n
+      record 1: {"d":4, "parent":{ "a":1, "b":2}, "root":{ "a":1, "b":2, "c":[{"d":4},{"e",5}]})\n
+      record 2: {"e",5, "parent":{ "a":1, "b":2}, "root":{ "a":1, "b":2, "c":[{"d":4},{"e",5}]})\n
+      access: {{ record.d }}, {{ record["parent"].a }}, {{ record["parent"].b }}, {{ record.["root"].a }}...
+
+    Example:
+      body: { "a":1, "b":2, "c":{"d":4, "e":{"f":6}}}\n
+      path: {c,e}\n
+      record: {"f":6, "parent": {"d":4, parent: { "a":1, "b":2}},"root":{ "a":1, "b":2, "c":{"d":4, "e":{"f":6}}}}\n
+      access: {{ record.f }}, {{ record["parent"].d }}, {{ record["parent"]["parent"].a }},\n
+      {{ record["parent"]["parent"].b }},{{ record.["root"].a }}, {{ record.["root"].a.c.d }}...
+
+    Note:
+        The names of the service fields have a specific prefix like $ set in SERVICE_KEY_PREFIX.\n
+        When the result record is the body object itself, then the "parent" service field is not set (as it is None).\n
+        When the parent contains no attributes and no parent service field, the parent field is not bound.\n
+        The "root" service field is always set in the result record.
+    """
+
+    def __post_init__(self, parameters: Mapping[str, Any]) -> None:
+        """
+        See  DpathExtractor
+        """
+        super().__post_init__(parameters)
+
+    def update_body(self, body: Any) -> Any:
+        """
+        In each nested object in the body add a service key "parent" to refer to the owner object.
+        For the root object/body the owner is None.
+        Example:
+        body = { "a":1, "b":2, "c":{"d":4}}
+        result = { "a":1,
+                   "b":2,
+                   "c":{"d":4,
+                        parent: { "a":1, "b":2}}}
+
+        Example:
+        body = { "a":1, "b":2, "c":[{"d":4},{"e",5}]}
+        result = { "a":1,
+                   "b":2,
+                   "c":[{"d":4, "parent":{ "a":1, "b":2}},
+                        {"e",5, "parent":{ "a":1, "b":2}}],
+                 }
+
+        Example:
+        body = { "a":1, "b":2, "c":{"d":4, "e":{"f":6}}}
+        result = { "a":1,
+                   "b":2,
+                   "c":{"d":4,
+                        parent: { "a":1, "b":2},
+                        "e":{"f":6,
+                             "parent": {"d":4,
+                                        parent: { "a":1, "b":2}} }}}
+
+        :param body: the original response body. Not to be changed
+        :return: a copy of the body, where the nested objects have the "parent" service field bound to the map of the
+                 parent object's attributes (including its "parent" service fields). This way any record that will be
+                 extracted from the nested objects will have access to any parent's attributes still avoiding loops
+                 in the JSON structure.
+        """
+        return self._set_parent(body,None)
+
+    def _set_parent(self,body: Any, parent:Any) -> Any:
+        """
+        :param body: the original response body. Not to be changed
+        :param parent: none or the parent object that owns/has as nested the body object
+        :return: a copy of the body enhanced in a subclass-specific way. None only when body is None.
+        """
+        if isinstance(body, dict):
+            result:dict[str, Any] = dict()
+            if parent:
+                result = add_service_key(result, SERVICE_KEY_PARENT, parent)
+            attributes_only = dict(result)
+            attributes_only.update({k:v for k,v in body.items()
+                                          if v and not isinstance(v,dict)  and not isinstance(v,list)})
+            for k,v in body.items():
+                result[k] = self._set_parent(v,attributes_only)
+            return result
+        elif isinstance(body, list):
+            return [self._set_parent(v,parent) for v in body]
+        else:
+            return body
+
+    def update_record(self, record: Any, root: Any) -> Any:
+        """
+        Change the extracted record in a subclass-specific way. Override in subclasses.
+        :param record: the original extracted record. Not to be changed. Not None.
+        :param root: the original body the record is extracted from.
+        :return: a copy of the record changed or enanced in a subclass-specific way.
+        """
+        return add_service_key(record, SERVICE_KEY_ROOT, root)
diff --git a/airbyte_cdk/sources/declarative/extractors/dpath_extractor.py b/airbyte_cdk/sources/declarative/extractors/dpath_extractor.py
index 2e7f81eb8..073471009 100644
--- a/airbyte_cdk/sources/declarative/extractors/dpath_extractor.py
+++ b/airbyte_cdk/sources/declarative/extractors/dpath_extractor.py
@@ -9,25 +9,10 @@
 import requests
 
 from airbyte_cdk.sources.declarative.decoders import Decoder, JsonDecoder
-from airbyte_cdk.sources.declarative.extractors.record_extractor import (
-    SERVICE_KEY_PREFIX,
-    RecordExtractor,
-)
+from airbyte_cdk.sources.declarative.extractors.record_extractor import RecordExtractor
 from airbyte_cdk.sources.declarative.interpolation.interpolated_string import InterpolatedString
 from airbyte_cdk.sources.types import Config
 
-# The name of the service field to bind the response (root) in each record
-RECORD_ROOT_KEY = SERVICE_KEY_PREFIX + "root"
-
-
-def update_record(record: Any, root: Any) -> Any:
-    if isinstance(record, dict):
-        copy = dict(record)
-        copy.update({RECORD_ROOT_KEY: root})
-    else:
-        copy = record
-    return copy
-
 
 @dataclass
 class DpathExtractor(RecordExtractor):
@@ -90,6 +75,8 @@ def extract_records(self, response: requests.Response) -> Iterable[MutableMappin
                 yield {}
             else:
                 root_response = body
+                body = self.update_body( root_response )
+
                 if len(self._field_path) == 0:
                     extracted = body
                 else:
@@ -100,10 +87,27 @@ def extract_records(self, response: requests.Response) -> Iterable[MutableMappin
                         extracted = dpath.get(body, path, default=[])  # type: ignore # extracted will be a MutableMapping, given input data structure
                 if isinstance(extracted, list):
                     for record in extracted:
-                        yield update_record(record, root_response)
+                        yield self.update_record(record, root_response)
                 elif isinstance(extracted, dict):
-                    yield update_record(extracted, root_response)
+                    yield self.update_record(extracted, root_response)
                 elif extracted:
                     yield extracted
                 else:
                     yield from []
+
+    def update_body(self, body: Any) -> Any:
+        """
+        Change the original response in a subclass-specific way. Override in subclasses.
+        :param body: the original response body. Not to be changed
+        :return: a copy of the body enhanced in a subclass-specific way. None only when body is None.
+        """
+        return body
+
+    def update_record(self, record: Any, root: Any) -> Any:
+        """
+        Change the extracted record in a subclass-specific way. Override in subclasses.
+        :param record: the original extracted record. Not to be changed. Not None.
+        :param root: the original body the record is extracted from.
+        :return: a copy of the record changed or enanced in a subclass-specific way.
+        """
+        return record
diff --git a/airbyte_cdk/sources/declarative/extractors/record_extractor.py b/airbyte_cdk/sources/declarative/extractors/record_extractor.py
index 0e40050d0..f452ccd09 100644
--- a/airbyte_cdk/sources/declarative/extractors/record_extractor.py
+++ b/airbyte_cdk/sources/declarative/extractors/record_extractor.py
@@ -14,25 +14,37 @@
 SERVICE_KEY_PREFIX = "$"
 
 
-def exclude_service_keys(mapping: Mapping[str, Any]) -> Mapping[str, Any]:
-    return {k: v for k, v in mapping.items() if not is_service_key(k)}
+def add_service_key(mapping: Mapping[str, Any], key:str, value:Any) -> dict[str, Any]:
+    """
+    :param mapping: non-null mapping
+    :param key: the name of the key, not including any specific prefixes
+    :param value: the value to bind
+    :return: a non-null copy of the mappibg including a new key-value pair, where the key is prefixed as service field.
+    """
+    result = dict(mapping)
+    result[SERVICE_KEY_PREFIX + key] = value
+    return result
 
 
-def remove_service_keys(mapping: dict[str, Any]):  # type: ignore[no-untyped-def]
+def exclude_service_keys(struct: Any) -> Any:
     """
-    Modify the parameter by removing the service keys from it.
+    :param struct: any object/JSON structure
+    :return: a copy of struct without any service fields at any level of nesting
     """
-    for key in list(mapping.keys()):
-        if is_service_key(key):
-            mapping.pop(key)
-
+    if isinstance(struct, dict):
+        return {k: exclude_service_keys(v) for k, v in struct.items() if not is_service_key(k)}
+    elif isinstance(struct, list):
+        return [exclude_service_keys(v) for v in struct]
+    else:
+        return struct
 
 def is_service_key(key: str) -> bool:
     return key.find(SERVICE_KEY_PREFIX) == 0
 
 
-def assert_service_keys_exist(mapping: Mapping[str, Any]):  # type: ignore[no-untyped-def]
-    assert mapping != exclude_service_keys(mapping), "The mapping should contain service keys"
+def remove_service_keys(records: Iterable[Mapping[str, Any]]) -> Iterable[Mapping[str, Any]]:
+    for record in records:
+        yield exclude_service_keys(record)
 
 
 @dataclass
@@ -51,4 +63,4 @@ def extract_records(
         :param response: The response to extract the records from
         :return: List of Records extracted from the response
         """
-        pass
+        pass
\ No newline at end of file
diff --git a/airbyte_cdk/sources/declarative/extractors/record_filter.py b/airbyte_cdk/sources/declarative/extractors/record_filter.py
index b744c9796..373669612 100644
--- a/airbyte_cdk/sources/declarative/extractors/record_filter.py
+++ b/airbyte_cdk/sources/declarative/extractors/record_filter.py
@@ -59,13 +59,11 @@ class ClientSideIncrementalRecordFilterDecorator(RecordFilter):
 
     def __init__(
         self,
-        date_time_based_cursor: DatetimeBasedCursor,
-        substream_cursor: Optional[Union[PerPartitionWithGlobalCursor, GlobalSubstreamCursor]],
+        cursor: Union[DatetimeBasedCursor, PerPartitionWithGlobalCursor, GlobalSubstreamCursor],
         **kwargs: Any,
     ):
         super().__init__(**kwargs)
-        self._date_time_based_cursor = date_time_based_cursor
-        self._substream_cursor = substream_cursor
+        self._cursor = cursor
 
     def filter_records(
         self,
@@ -77,7 +75,7 @@ def filter_records(
         records = (
             record
             for record in records
-            if (self._substream_cursor or self._date_time_based_cursor).should_be_synced(
+            if self._cursor.should_be_synced(
                 # Record is created on the fly to align with cursors interface; stream name is ignored as we don't need it here
                 # Record stream name is empty cause it is not used durig the filtering
                 Record(data=record, associated_slice=stream_slice, stream_name="")
diff --git a/airbyte_cdk/sources/declarative/extractors/record_selector.py b/airbyte_cdk/sources/declarative/extractors/record_selector.py
index 96c81ea22..77a16051b 100644
--- a/airbyte_cdk/sources/declarative/extractors/record_selector.py
+++ b/airbyte_cdk/sources/declarative/extractors/record_selector.py
@@ -10,14 +10,13 @@
 from airbyte_cdk.sources.declarative.extractors.http_selector import HttpSelector
 from airbyte_cdk.sources.declarative.extractors.record_extractor import (
     RecordExtractor,
-    exclude_service_keys,
+    remove_service_keys,
 )
 from airbyte_cdk.sources.declarative.extractors.record_filter import RecordFilter
 from airbyte_cdk.sources.declarative.extractors.type_transformer import (
     TypeTransformer as DeclarativeTypeTransformer,
 )
 from airbyte_cdk.sources.declarative.interpolation import InterpolatedString
-from airbyte_cdk.sources.declarative.models import SchemaNormalization
 from airbyte_cdk.sources.declarative.transformations import RecordTransformation
 from airbyte_cdk.sources.types import Config, Record, StreamSlice, StreamState
 from airbyte_cdk.sources.utils.transform import TypeTransformer
@@ -109,7 +108,7 @@ def filter_and_transform(
         """
         filtered_data = self._filter(all_data, stream_state, stream_slice, next_page_token)
         transformed_data = self._transform(filtered_data, stream_state, stream_slice)
-        no_service_fields_data = self._remove_service_keys(transformed_data)
+        no_service_fields_data = remove_service_keys(transformed_data)
         normalized_data = self._normalize_by_schema(no_service_fields_data, schema=records_schema)
         for data in normalized_data:
             yield Record(data=data, stream_name=self.name, associated_slice=stream_slice)
@@ -158,10 +157,3 @@ def _transform(
                     stream_slice=stream_slice,
                 )
             yield record
-
-    def _remove_service_keys(
-        self, records: Iterable[Mapping[str, Any]]
-    ) -> Iterable[Mapping[str, Any]]:
-        for record in records:
-            clean_record = exclude_service_keys(record)
-            yield clean_record
diff --git a/airbyte_cdk/sources/declarative/incremental/__init__.py b/airbyte_cdk/sources/declarative/incremental/__init__.py
index 7ce54a07a..395daca6d 100644
--- a/airbyte_cdk/sources/declarative/incremental/__init__.py
+++ b/airbyte_cdk/sources/declarative/incremental/__init__.py
@@ -2,6 +2,10 @@
 # Copyright (c) 2022 Airbyte, Inc., all rights reserved.
 #
 
+from airbyte_cdk.sources.declarative.incremental.concurrent_partition_cursor import (
+    ConcurrentCursorFactory,
+    ConcurrentPerPartitionCursor,
+)
 from airbyte_cdk.sources.declarative.incremental.datetime_based_cursor import DatetimeBasedCursor
 from airbyte_cdk.sources.declarative.incremental.declarative_cursor import DeclarativeCursor
 from airbyte_cdk.sources.declarative.incremental.global_substream_cursor import (
@@ -21,6 +25,8 @@
 
 __all__ = [
     "CursorFactory",
+    "ConcurrentCursorFactory",
+    "ConcurrentPerPartitionCursor",
     "DatetimeBasedCursor",
     "DeclarativeCursor",
     "GlobalSubstreamCursor",
diff --git a/airbyte_cdk/sources/declarative/incremental/concurrent_partition_cursor.py b/airbyte_cdk/sources/declarative/incremental/concurrent_partition_cursor.py
new file mode 100644
index 000000000..74442b968
--- /dev/null
+++ b/airbyte_cdk/sources/declarative/incremental/concurrent_partition_cursor.py
@@ -0,0 +1,360 @@
+#
+# Copyright (c) 2023 Airbyte, Inc., all rights reserved.
+#
+
+import copy
+import logging
+import threading
+from collections import OrderedDict
+from copy import deepcopy
+from datetime import timedelta
+from typing import Any, Callable, Iterable, Mapping, MutableMapping, Optional
+
+from airbyte_cdk.sources.connector_state_manager import ConnectorStateManager
+from airbyte_cdk.sources.declarative.incremental.global_substream_cursor import (
+    Timer,
+    iterate_with_last_flag_and_state,
+)
+from airbyte_cdk.sources.declarative.partition_routers.partition_router import PartitionRouter
+from airbyte_cdk.sources.message import MessageRepository
+from airbyte_cdk.sources.streams.checkpoint.per_partition_key_serializer import (
+    PerPartitionKeySerializer,
+)
+from airbyte_cdk.sources.streams.concurrent.cursor import ConcurrentCursor, Cursor, CursorField
+from airbyte_cdk.sources.streams.concurrent.partitions.partition import Partition
+from airbyte_cdk.sources.types import Record, StreamSlice, StreamState
+
+logger = logging.getLogger("airbyte")
+
+
+class ConcurrentCursorFactory:
+    def __init__(self, create_function: Callable[..., ConcurrentCursor]):
+        self._create_function = create_function
+
+    def create(
+        self, stream_state: Mapping[str, Any], runtime_lookback_window: Optional[timedelta]
+    ) -> ConcurrentCursor:
+        return self._create_function(
+            stream_state=stream_state, runtime_lookback_window=runtime_lookback_window
+        )
+
+
+class ConcurrentPerPartitionCursor(Cursor):
+    """
+    Manages state per partition when a stream has many partitions, preventing data loss or duplication.
+
+    Attributes:
+        DEFAULT_MAX_PARTITIONS_NUMBER (int): Maximum number of partitions to retain in memory (default is 10,000).
+
+    - **Partition Limitation Logic**
+      Ensures the number of tracked partitions does not exceed the specified limit to prevent memory overuse. Oldest partitions are removed when the limit is reached.
+
+    - **Global Cursor Fallback**
+      New partitions use global state as the initial state to progress the state for deleted or new partitions. The history data added after the initial sync will be missing.
+
+    CurrentPerPartitionCursor expects the state of the ConcurrentCursor to follow the format {cursor_field: cursor_value}.
+    """
+
+    DEFAULT_MAX_PARTITIONS_NUMBER = 10000
+    _NO_STATE: Mapping[str, Any] = {}
+    _NO_CURSOR_STATE: Mapping[str, Any] = {}
+    _GLOBAL_STATE_KEY = "state"
+    _PERPARTITION_STATE_KEY = "states"
+    _KEY = 0
+    _VALUE = 1
+
+    def __init__(
+        self,
+        cursor_factory: ConcurrentCursorFactory,
+        partition_router: PartitionRouter,
+        stream_name: str,
+        stream_namespace: Optional[str],
+        stream_state: Any,
+        message_repository: MessageRepository,
+        connector_state_manager: ConnectorStateManager,
+        cursor_field: CursorField,
+    ) -> None:
+        self._global_cursor: Optional[StreamState] = {}
+        self._stream_name = stream_name
+        self._stream_namespace = stream_namespace
+        self._message_repository = message_repository
+        self._connector_state_manager = connector_state_manager
+        self._cursor_field = cursor_field
+
+        self._cursor_factory = cursor_factory
+        self._partition_router = partition_router
+
+        # The dict is ordered to ensure that once the maximum number of partitions is reached,
+        # the oldest partitions can be efficiently removed, maintaining the most recent partitions.
+        self._cursor_per_partition: OrderedDict[str, ConcurrentCursor] = OrderedDict()
+        self._semaphore_per_partition: OrderedDict[str, threading.Semaphore] = OrderedDict()
+        self._finished_partitions: set[str] = set()
+        self._lock = threading.Lock()
+        self._timer = Timer()
+        self._new_global_cursor: Optional[StreamState] = None
+        self._lookback_window: int = 0
+        self._parent_state: Optional[StreamState] = None
+        self._over_limit: int = 0
+        self._partition_serializer = PerPartitionKeySerializer()
+
+        self._set_initial_state(stream_state)
+
+    @property
+    def cursor_field(self) -> CursorField:
+        return self._cursor_field
+
+    @property
+    def state(self) -> MutableMapping[str, Any]:
+        states = []
+        for partition_tuple, cursor in self._cursor_per_partition.items():
+            if cursor.state:
+                states.append(
+                    {
+                        "partition": self._to_dict(partition_tuple),
+                        "cursor": copy.deepcopy(cursor.state),
+                    }
+                )
+        state: dict[str, Any] = {self._PERPARTITION_STATE_KEY: states}
+
+        if self._global_cursor:
+            state[self._GLOBAL_STATE_KEY] = self._global_cursor
+        if self._lookback_window is not None:
+            state["lookback_window"] = self._lookback_window
+        if self._parent_state is not None:
+            state["parent_state"] = self._parent_state
+        return state
+
+    def close_partition(self, partition: Partition) -> None:
+        # Attempt to retrieve the stream slice
+        stream_slice: Optional[StreamSlice] = partition.to_slice()  # type: ignore[assignment]
+
+        # Ensure stream_slice is not None
+        if stream_slice is None:
+            raise ValueError("stream_slice cannot be None")
+
+        partition_key = self._to_partition_key(stream_slice.partition)
+        self._cursor_per_partition[partition_key].close_partition(partition=partition)
+        with self._lock:
+            self._semaphore_per_partition[partition_key].acquire()
+            cursor = self._cursor_per_partition[partition_key]
+            if (
+                partition_key in self._finished_partitions
+                and self._semaphore_per_partition[partition_key]._value == 0
+            ):
+                if (
+                    self._new_global_cursor is None
+                    or self._new_global_cursor[self.cursor_field.cursor_field_key]
+                    < cursor.state[self.cursor_field.cursor_field_key]
+                ):
+                    self._new_global_cursor = copy.deepcopy(cursor.state)
+            self._emit_state_message()
+
+    def ensure_at_least_one_state_emitted(self) -> None:
+        """
+        The platform expect to have at least one state message on successful syncs. Hence, whatever happens, we expect this method to be
+        called.
+        """
+        if not any(
+            semaphore_item[1]._value for semaphore_item in self._semaphore_per_partition.items()
+        ):
+            self._global_cursor = self._new_global_cursor
+            self._lookback_window = self._timer.finish()
+            self._parent_state = self._partition_router.get_stream_state()
+        self._emit_state_message()
+
+    def _emit_state_message(self) -> None:
+        self._connector_state_manager.update_state_for_stream(
+            self._stream_name,
+            self._stream_namespace,
+            self.state,
+        )
+        state_message = self._connector_state_manager.create_state_message(
+            self._stream_name, self._stream_namespace
+        )
+        self._message_repository.emit_message(state_message)
+
+    def stream_slices(self) -> Iterable[StreamSlice]:
+        if self._timer.is_running():
+            raise RuntimeError("stream_slices has been executed more than once.")
+
+        slices = self._partition_router.stream_slices()
+        self._timer.start()
+        for partition in slices:
+            yield from self._generate_slices_from_partition(partition)
+
+    def _generate_slices_from_partition(self, partition: StreamSlice) -> Iterable[StreamSlice]:
+        # Ensure the maximum number of partitions is not exceeded
+        self._ensure_partition_limit()
+
+        cursor = self._cursor_per_partition.get(self._to_partition_key(partition.partition))
+        if not cursor:
+            cursor = self._create_cursor(
+                self._global_cursor,
+                self._lookback_window if self._global_cursor else 0,
+            )
+            with self._lock:
+                self._cursor_per_partition[self._to_partition_key(partition.partition)] = cursor
+            self._semaphore_per_partition[self._to_partition_key(partition.partition)] = (
+                threading.Semaphore(0)
+            )
+
+        for cursor_slice, is_last_slice, _ in iterate_with_last_flag_and_state(
+            cursor.stream_slices(),
+            lambda: None,
+        ):
+            self._semaphore_per_partition[self._to_partition_key(partition.partition)].release()
+            if is_last_slice:
+                self._finished_partitions.add(self._to_partition_key(partition.partition))
+            yield StreamSlice(
+                partition=partition, cursor_slice=cursor_slice, extra_fields=partition.extra_fields
+            )
+
+    def _ensure_partition_limit(self) -> None:
+        """
+        Ensure the maximum number of partitions does not exceed the predefined limit.
+
+        Steps:
+        1. Attempt to remove partitions that are marked as finished in `_finished_partitions`.
+           These partitions are considered processed and safe to delete.
+        2. If the limit is still exceeded and no finished partitions are available for removal,
+           remove the oldest partition unconditionally. We expect failed partitions to be removed.
+
+        Logging:
+        - Logs a warning each time a partition is removed, indicating whether it was finished
+          or removed due to being the oldest.
+        """
+        with self._lock:
+            while len(self._cursor_per_partition) > self.DEFAULT_MAX_PARTITIONS_NUMBER - 1:
+                # Try removing finished partitions first
+                for partition_key in list(self._cursor_per_partition.keys()):
+                    if partition_key in self._finished_partitions:
+                        oldest_partition = self._cursor_per_partition.pop(
+                            partition_key
+                        )  # Remove the oldest partition
+                        logger.warning(
+                            f"The maximum number of partitions has been reached. Dropping the oldest partition: {oldest_partition}. Over limit: {self._over_limit}."
+                        )
+                        break
+                else:
+                    # If no finished partitions can be removed, fall back to removing the oldest partition
+                    oldest_partition = self._cursor_per_partition.popitem(last=False)[
+                        1
+                    ]  # Remove the oldest partition
+                    logger.warning(
+                        f"The maximum number of partitions has been reached. Dropping the oldest partition: {oldest_partition}. Over limit: {self._over_limit}."
+                    )
+
+    def _set_initial_state(self, stream_state: StreamState) -> None:
+        """
+        Initialize the cursor's state using the provided `stream_state`.
+
+        This method supports global and per-partition state initialization.
+
+        - **Global State**: If `states` is missing, the `state` is treated as global and applied to all partitions.
+          The `global state` holds a single cursor position representing the latest processed record across all partitions.
+
+        - **Lookback Window**: Configured via `lookback_window`, it defines the period (in seconds) for reprocessing records.
+          This ensures robustness in case of upstream data delays or reordering. If not specified, it defaults to 0.
+
+        - **Per-Partition State**: If `states` is present, each partition's cursor state is initialized separately.
+
+        - **Parent State**: (if available) Used to initialize partition routers based on parent streams.
+
+        Args:
+            stream_state (StreamState): The state of the streams to be set. The format of the stream state should be:
+                {
+                    "states": [
+                        {
+                            "partition": {
+                                "partition_key": "value"
+                            },
+                            "cursor": {
+                                "last_updated": "2023-05-27T00:00:00Z"
+                            }
+                        }
+                    ],
+                    "state": {
+                        "last_updated": "2023-05-27T00:00:00Z"
+                    },
+                    lookback_window: 10,
+                    "parent_state": {
+                        "parent_stream_name": {
+                            "last_updated": "2023-05-27T00:00:00Z"
+                        }
+                    }
+                }
+        """
+        if not stream_state:
+            return
+
+        if (
+            self._PERPARTITION_STATE_KEY not in stream_state
+            and self._GLOBAL_STATE_KEY not in stream_state
+        ):
+            # We assume that `stream_state` is in a global format that can be applied to all partitions.
+            # Example: {"global_state_format_key": "global_state_format_value"}
+            self._global_cursor = deepcopy(stream_state)
+            self._new_global_cursor = deepcopy(stream_state)
+
+        else:
+            self._lookback_window = int(stream_state.get("lookback_window", 0))
+
+            for state in stream_state.get(self._PERPARTITION_STATE_KEY, []):
+                self._cursor_per_partition[self._to_partition_key(state["partition"])] = (
+                    self._create_cursor(state["cursor"])
+                )
+                self._semaphore_per_partition[self._to_partition_key(state["partition"])] = (
+                    threading.Semaphore(0)
+                )
+
+            # set default state for missing partitions if it is per partition with fallback to global
+            if self._GLOBAL_STATE_KEY in stream_state:
+                self._global_cursor = deepcopy(stream_state[self._GLOBAL_STATE_KEY])
+                self._new_global_cursor = deepcopy(stream_state[self._GLOBAL_STATE_KEY])
+
+        # Set initial parent state
+        if stream_state.get("parent_state"):
+            self._parent_state = stream_state["parent_state"]
+
+        # Set parent state for partition routers based on parent streams
+        self._partition_router.set_initial_state(stream_state)
+
+    def observe(self, record: Record) -> None:
+        if not record.associated_slice:
+            raise ValueError(
+                "Invalid state as stream slices that are emitted should refer to an existing cursor"
+            )
+        self._cursor_per_partition[
+            self._to_partition_key(record.associated_slice.partition)
+        ].observe(record)
+
+    def _to_partition_key(self, partition: Mapping[str, Any]) -> str:
+        return self._partition_serializer.to_partition_key(partition)
+
+    def _to_dict(self, partition_key: str) -> Mapping[str, Any]:
+        return self._partition_serializer.to_partition(partition_key)
+
+    def _create_cursor(
+        self, cursor_state: Any, runtime_lookback_window: int = 0
+    ) -> ConcurrentCursor:
+        cursor = self._cursor_factory.create(
+            stream_state=deepcopy(cursor_state),
+            runtime_lookback_window=timedelta(seconds=runtime_lookback_window),
+        )
+        return cursor
+
+    def should_be_synced(self, record: Record) -> bool:
+        return self._get_cursor(record).should_be_synced(record)
+
+    def _get_cursor(self, record: Record) -> ConcurrentCursor:
+        if not record.associated_slice:
+            raise ValueError(
+                "Invalid state as stream slices that are emitted should refer to an existing cursor"
+            )
+        partition_key = self._to_partition_key(record.associated_slice.partition)
+        if partition_key not in self._cursor_per_partition:
+            raise ValueError(
+                "Invalid state as stream slices that are emitted should refer to an existing cursor"
+            )
+        cursor = self._cursor_per_partition[partition_key]
+        return cursor
diff --git a/airbyte_cdk/sources/declarative/incremental/global_substream_cursor.py b/airbyte_cdk/sources/declarative/incremental/global_substream_cursor.py
index 3b3636236..f5439b9ce 100644
--- a/airbyte_cdk/sources/declarative/incremental/global_substream_cursor.py
+++ b/airbyte_cdk/sources/declarative/incremental/global_substream_cursor.py
@@ -64,6 +64,9 @@ def finish(self) -> int:
         else:
             raise RuntimeError("Global substream cursor timer not started")
 
+    def is_running(self) -> bool:
+        return self._start is not None
+
 
 class GlobalSubstreamCursor(DeclarativeCursor):
     """
diff --git a/airbyte_cdk/sources/declarative/incremental/per_partition_cursor.py b/airbyte_cdk/sources/declarative/incremental/per_partition_cursor.py
index 8241f7761..76a16e141 100644
--- a/airbyte_cdk/sources/declarative/incremental/per_partition_cursor.py
+++ b/airbyte_cdk/sources/declarative/incremental/per_partition_cursor.py
@@ -222,6 +222,8 @@ def get_request_params(
         next_page_token: Optional[Mapping[str, Any]] = None,
     ) -> Mapping[str, Any]:
         if stream_slice:
+            if self._to_partition_key(stream_slice.partition) not in self._cursor_per_partition:
+                self._create_cursor_for_partition(self._to_partition_key(stream_slice.partition))
             return self._partition_router.get_request_params(  # type: ignore # this always returns a mapping
                 stream_state=stream_state,
                 stream_slice=StreamSlice(partition=stream_slice.partition, cursor_slice={}),
@@ -244,6 +246,8 @@ def get_request_headers(
         next_page_token: Optional[Mapping[str, Any]] = None,
     ) -> Mapping[str, Any]:
         if stream_slice:
+            if self._to_partition_key(stream_slice.partition) not in self._cursor_per_partition:
+                self._create_cursor_for_partition(self._to_partition_key(stream_slice.partition))
             return self._partition_router.get_request_headers(  # type: ignore # this always returns a mapping
                 stream_state=stream_state,
                 stream_slice=StreamSlice(partition=stream_slice.partition, cursor_slice={}),
@@ -266,6 +270,8 @@ def get_request_body_data(
         next_page_token: Optional[Mapping[str, Any]] = None,
     ) -> Union[Mapping[str, Any], str]:
         if stream_slice:
+            if self._to_partition_key(stream_slice.partition) not in self._cursor_per_partition:
+                self._create_cursor_for_partition(self._to_partition_key(stream_slice.partition))
             return self._partition_router.get_request_body_data(  # type: ignore # this always returns a mapping
                 stream_state=stream_state,
                 stream_slice=StreamSlice(partition=stream_slice.partition, cursor_slice={}),
@@ -288,6 +294,8 @@ def get_request_body_json(
         next_page_token: Optional[Mapping[str, Any]] = None,
     ) -> Mapping[str, Any]:
         if stream_slice:
+            if self._to_partition_key(stream_slice.partition) not in self._cursor_per_partition:
+                self._create_cursor_for_partition(self._to_partition_key(stream_slice.partition))
             return self._partition_router.get_request_body_json(  # type: ignore # this always returns a mapping
                 stream_state=stream_state,
                 stream_slice=StreamSlice(partition=stream_slice.partition, cursor_slice={}),
@@ -341,8 +349,32 @@ def _get_cursor(self, record: Record) -> DeclarativeCursor:
             )
         partition_key = self._to_partition_key(record.associated_slice.partition)
         if partition_key not in self._cursor_per_partition:
-            raise ValueError(
-                "Invalid state as stream slices that are emitted should refer to an existing cursor"
-            )
+            self._create_cursor_for_partition(partition_key)
         cursor = self._cursor_per_partition[partition_key]
         return cursor
+
+    def _create_cursor_for_partition(self, partition_key: str) -> None:
+        """
+        Dynamically creates and initializes a cursor for the specified partition.
+
+        This method is required for `ConcurrentPerPartitionCursor`. For concurrent cursors,
+        stream_slices is executed only for the concurrent cursor, so cursors per partition
+        are not created for the declarative cursor. This method ensures that a cursor is available
+        to create requests for the specified partition. The cursor is initialized
+        with the per-partition state if present in the initial state, or with the global state
+        adjusted by the lookback window, or with the state to migrate from.
+
+        Note:
+            This is a temporary workaround and should be removed once the declarative cursor
+            is decoupled from the concurrent cursor implementation.
+
+        Args:
+            partition_key (str): The unique identifier for the partition for which the cursor
+            needs to be created.
+        """
+        partition_state = (
+            self._state_to_migrate_from if self._state_to_migrate_from else self._NO_CURSOR_STATE
+        )
+        cursor = self._create_cursor(partition_state)
+
+        self._cursor_per_partition[partition_key] = cursor
diff --git a/airbyte_cdk/sources/declarative/manifest_declarative_source.py b/airbyte_cdk/sources/declarative/manifest_declarative_source.py
index 4282f7fc7..78aeac23f 100644
--- a/airbyte_cdk/sources/declarative/manifest_declarative_source.py
+++ b/airbyte_cdk/sources/declarative/manifest_declarative_source.py
@@ -7,6 +7,7 @@
 import pkgutil
 from copy import deepcopy
 from importlib import metadata
+from types import ModuleType
 from typing import Any, Dict, Iterator, List, Mapping, Optional, Set
 
 import yaml
@@ -25,13 +26,13 @@
 from airbyte_cdk.sources.declarative.checks import COMPONENTS_CHECKER_TYPE_MAPPING
 from airbyte_cdk.sources.declarative.checks.connection_checker import ConnectionChecker
 from airbyte_cdk.sources.declarative.declarative_source import DeclarativeSource
-from airbyte_cdk.sources.declarative.models.declarative_component_schema import (
-    CheckStream as CheckStreamModel,
-)
 from airbyte_cdk.sources.declarative.models.declarative_component_schema import (
     DeclarativeStream as DeclarativeStreamModel,
 )
 from airbyte_cdk.sources.declarative.models.declarative_component_schema import Spec as SpecModel
+from airbyte_cdk.sources.declarative.parsers.custom_code_compiler import (
+    get_registered_components_module,
+)
 from airbyte_cdk.sources.declarative.parsers.manifest_component_transformer import (
     ManifestComponentTransformer,
 )
@@ -59,22 +60,29 @@ class ManifestDeclarativeSource(DeclarativeSource):
     def __init__(
         self,
         source_config: ConnectionDefinition,
+        *,
+        config: Mapping[str, Any] | None = None,
         debug: bool = False,
         emit_connector_builder_messages: bool = False,
         component_factory: Optional[ModelToComponentFactory] = None,
     ):
         """
-        :param source_config(Mapping[str, Any]): The manifest of low-code components that describe the source connector
-        :param debug(bool): True if debug mode is enabled
-        :param component_factory(ModelToComponentFactory): optional factory if ModelToComponentFactory's default behaviour needs to be tweaked
+        Args:
+            config: The provided config dict.
+            source_config: The manifest of low-code components that describe the source connector.
+            debug: True if debug mode is enabled.
+            emit_connector_builder_messages: True if messages should be emitted to the connector builder.
+            component_factory: optional factory if ModelToComponentFactory's default behavior needs to be tweaked.
         """
         self.logger = logging.getLogger(f"airbyte.{self.name}")
-
         # For ease of use we don't require the type to be specified at the top level manifest, but it should be included during processing
         manifest = dict(source_config)
         if "type" not in manifest:
             manifest["type"] = "DeclarativeSource"
 
+        # If custom components are needed, locate and/or register them.
+        self.components_module: ModuleType | None = get_registered_components_module(config=config)
+
         resolved_source_config = ManifestReferenceResolver().preprocess_manifest(manifest)
         propagated_source_config = ManifestComponentTransformer().propagate_types_and_parameters(
             "", resolved_source_config, {}
diff --git a/airbyte_cdk/sources/declarative/models/declarative_component_schema.py b/airbyte_cdk/sources/declarative/models/declarative_component_schema.py
index fa4a00d18..8980f9123 100644
--- a/airbyte_cdk/sources/declarative/models/declarative_component_schema.py
+++ b/airbyte_cdk/sources/declarative/models/declarative_component_schema.py
@@ -328,6 +328,16 @@ class Config:
     type: Optional[Literal["LegacyToPerPartitionStateMigration"]] = None
 
 
+class Clamping(BaseModel):
+    target: str = Field(
+        ...,
+        description="The period of time that datetime windows will be clamped by",
+        examples=["DAY", "WEEK", "MONTH", "{{ config['target'] }}"],
+        title="Target",
+    )
+    target_details: Optional[Dict[str, Any]] = None
+
+
 class Algorithm(Enum):
     HS256 = "HS256"
     HS384 = "HS384"
@@ -496,8 +506,8 @@ class OAuthAuthenticator(BaseModel):
         examples=["custom_app_id"],
         title="Client ID Property Name",
     )
-    client_id: str = Field(
-        ...,
+    client_id: Optional[str] = Field(
+        None,
         description="The OAuth client ID. Fill it in the user inputs.",
         examples=["{{ config['client_id }}", "{{ config['credentials']['client_id }}"],
         title="Client ID",
@@ -508,8 +518,8 @@ class OAuthAuthenticator(BaseModel):
         examples=["custom_app_secret"],
         title="Client Secret Property Name",
     )
-    client_secret: str = Field(
-        ...,
+    client_secret: Optional[str] = Field(
+        None,
         description="The OAuth client secret. Fill it in the user inputs.",
         examples=[
             "{{ config['client_secret }}",
@@ -614,6 +624,16 @@ class OAuthAuthenticator(BaseModel):
         description="When the token updater is defined, new refresh tokens, access tokens and the access token expiry date are written back from the authentication response to the config object. This is important if the refresh token can only used once.",
         title="Token Updater",
     )
+    profile_assertion: Optional[JwtAuthenticator] = Field(
+        None,
+        description="The authenticator being used to authenticate the client authenticator.",
+        title="Profile Assertion",
+    )
+    use_profile_assertion: Optional[bool] = Field(
+        False,
+        description="Enable using profile assertion as a flow for OAuth authorization.",
+        title="Use Profile Assertion",
+    )
     parameters: Optional[Dict[str, Any]] = Field(None, alias="$parameters")
 
 
@@ -633,6 +653,22 @@ class DpathExtractor(BaseModel):
     parameters: Optional[Dict[str, Any]] = Field(None, alias="$parameters")
 
 
+class DpathEnhancingExtractor(BaseModel):
+    type: Literal["DpathEnhancingExtractor"]
+    field_path: List[str] = Field(
+        ...,
+        description='List of potentially nested fields describing the full path of the field to extract. Use "*" to extract all values from an array. See more info in the [docs](https://docs.airbyte.com/connector-development/config-based/understanding-the-yaml-file/record-selector).',
+        examples=[
+            ["data"],
+            ["data", "records"],
+            ["data", "{{ parameters.name }}"],
+            ["data", "*", "record"],
+        ],
+        title="Field Path",
+    )
+    parameters: Optional[Dict[str, Any]] = Field(None, alias="$parameters")
+
+
 class ResponseToFileExtractor(BaseModel):
     type: Literal["ResponseToFileExtractor"]
     parameters: Optional[Dict[str, Any]] = Field(None, alias="$parameters")
@@ -716,10 +752,15 @@ class HttpResponseFilter(BaseModel):
     parameters: Optional[Dict[str, Any]] = Field(None, alias="$parameters")
 
 
+class ComplexFieldType(BaseModel):
+    field_type: str
+    items: Optional[Union[str, ComplexFieldType]] = None
+
+
 class TypesMap(BaseModel):
-    target_type: Union[str, List[str]]
+    target_type: Union[str, List[str], ComplexFieldType]
     current_type: Union[str, List[str]]
-    condition: Optional[str]
+    condition: Optional[str] = None
 
 
 class SchemaTypeIdentifier(BaseModel):
@@ -797,14 +838,11 @@ class DpathFlattenFields(BaseModel):
     field_path: List[str] = Field(
         ...,
         description="A path to field that needs to be flattened.",
-        examples=[
-            ["data"],
-            ["data", "*", "field"],
-        ],
+        examples=[["data"], ["data", "*", "field"]],
         title="Field Path",
     )
     delete_origin_value: Optional[bool] = Field(
-        False,
+        None,
         description="Whether to delete the origin value or keep it. Default is False.",
         title="Delete Origin Value",
     )
@@ -1454,6 +1492,11 @@ class AuthFlow(BaseModel):
 
 class DatetimeBasedCursor(BaseModel):
     type: Literal["DatetimeBasedCursor"]
+    clamping: Optional[Clamping] = Field(
+        None,
+        description="This option is used to adjust the upper and lower boundaries of each datetime window to beginning and end of the provided target period (day, week, month)",
+        title="Date Range Clamping",
+    )
     cursor_field: str = Field(
         ...,
         description="The location of the value on a record that will be used as a bookmark during sync. To ensure no data loss, the API must return records in ascending order based on the cursor field. Nested fields are not supported, so the field must be at the top level of the record. You can use a combination of Add Field and Remove Field transformations to move the nested field to the top.",
@@ -1628,7 +1671,7 @@ class ListPartitionRouter(BaseModel):
 
 class RecordSelector(BaseModel):
     type: Literal["RecordSelector"]
-    extractor: Union[CustomRecordExtractor, DpathExtractor]
+    extractor: Union[CustomRecordExtractor, DpathExtractor, DpathEnhancingExtractor]
     record_filter: Optional[Union[CustomRecordFilter, RecordFilter]] = Field(
         None,
         description="Responsible for filtering records to be emitted by the Source.",
@@ -2238,6 +2281,7 @@ class DynamicDeclarativeStream(BaseModel):
     )
 
 
+ComplexFieldType.update_forward_refs()
 CompositeErrorHandler.update_forward_refs()
 DeclarativeSource1.update_forward_refs()
 DeclarativeSource2.update_forward_refs()
diff --git a/airbyte_cdk/sources/declarative/parsers/custom_code_compiler.py b/airbyte_cdk/sources/declarative/parsers/custom_code_compiler.py
new file mode 100644
index 000000000..8a6638fad
--- /dev/null
+++ b/airbyte_cdk/sources/declarative/parsers/custom_code_compiler.py
@@ -0,0 +1,143 @@
+"""Contains functions to compile custom code from text."""
+
+import hashlib
+import os
+import sys
+from collections.abc import Mapping
+from types import ModuleType
+from typing import Any, cast
+
+from typing_extensions import Literal
+
+ChecksumType = Literal["md5", "sha256"]
+CHECKSUM_FUNCTIONS = {
+    "md5": hashlib.md5,
+    "sha256": hashlib.sha256,
+}
+COMPONENTS_MODULE_NAME = "components"
+SDM_COMPONENTS_MODULE_NAME = "source_declarative_manifest.components"
+INJECTED_MANIFEST = "__injected_declarative_manifest"
+INJECTED_COMPONENTS_PY = "__injected_components_py"
+INJECTED_COMPONENTS_PY_CHECKSUMS = "__injected_components_py_checksums"
+ENV_VAR_ALLOW_CUSTOM_CODE = "AIRBYTE_ALLOW_CUSTOM_CODE"
+
+
+class AirbyteCodeTamperedError(Exception):
+    """Raised when the connector's components module does not match its checksum.
+
+    This is a fatal error, as it can be a sign of code tampering.
+    """
+
+
+class AirbyteCustomCodeNotPermittedError(Exception):
+    """Raised when custom code is attempted to be run in an environment that does not support it."""
+
+    def __init__(self) -> None:
+        super().__init__(
+            "Custom connector code is not permitted in this environment. "
+            "If you need to run custom code, please ask your administrator to set the `AIRBYTE_ALLOW_CUSTOM_CODE` "
+            "environment variable to 'true' in your Airbyte environment. "
+            "If you see this message in Airbyte Cloud, your workspace does not allow executing "
+            "custom connector code."
+        )
+
+
+def _hash_text(input_text: str, hash_type: str = "md5") -> str:
+    """Return the hash of the input text using the specified hash type."""
+    if not input_text:
+        raise ValueError("Input text cannot be empty.")
+
+    hash_object = CHECKSUM_FUNCTIONS[hash_type]()
+    hash_object.update(input_text.encode())
+    return hash_object.hexdigest()
+
+
+def custom_code_execution_permitted() -> bool:
+    """Return `True` if custom code execution is permitted, otherwise `False`.
+
+    Custom code execution is permitted if the `AIRBYTE_ALLOW_CUSTOM_CODE` environment variable is set to 'true'.
+    """
+    return os.environ.get(ENV_VAR_ALLOW_CUSTOM_CODE, "").lower() == "true"
+
+
+def validate_python_code(
+    code_text: str,
+    checksums: dict[str, str] | None,
+) -> None:
+    """Validate the provided Python code text against the provided checksums.
+
+    Currently we fail if no checksums are provided, although this may change in the future.
+    """
+    if not checksums:
+        raise ValueError(f"A checksum is required to validate the code. Received: {checksums}")
+
+    for checksum_type, checksum in checksums.items():
+        if checksum_type not in CHECKSUM_FUNCTIONS:
+            raise ValueError(
+                f"Unsupported checksum type: {checksum_type}. Supported checksum types are: {CHECKSUM_FUNCTIONS.keys()}"
+            )
+
+        if _hash_text(code_text, checksum_type) != checksum:
+            raise AirbyteCodeTamperedError(f"{checksum_type} checksum does not match.")
+
+
+def get_registered_components_module(
+    config: Mapping[str, Any] | None,
+) -> ModuleType | None:
+    """Get a components module object based on the provided config.
+
+    If custom python components is provided, this will be loaded. Otherwise, we will
+    attempt to load from the `components` module already imported/registered in sys.modules.
+
+    If custom `components.py` text is provided in config, it will be registered with sys.modules
+    so that it can be later imported by manifest declarations which reference the provided classes.
+
+    Returns `None` if no components is provided and the `components` module is not found.
+    """
+    if config and INJECTED_COMPONENTS_PY in config:
+        if not custom_code_execution_permitted():
+            raise AirbyteCustomCodeNotPermittedError
+
+        # Create a new module object and execute the provided Python code text within it
+        python_text: str = config[INJECTED_COMPONENTS_PY]
+        return register_components_module_from_string(
+            components_py_text=python_text,
+            checksums=config.get(INJECTED_COMPONENTS_PY_CHECKSUMS, None),
+        )
+
+    # Check for `components` or `source_declarative_manifest.components`.
+    if SDM_COMPONENTS_MODULE_NAME in sys.modules:
+        return cast(ModuleType, sys.modules.get(SDM_COMPONENTS_MODULE_NAME))
+
+    if COMPONENTS_MODULE_NAME in sys.modules:
+        return cast(ModuleType, sys.modules.get(COMPONENTS_MODULE_NAME))
+
+    # Could not find module 'components' in `sys.modules`
+    # and INJECTED_COMPONENTS_PY was not provided in config.
+    return None
+
+
+def register_components_module_from_string(
+    components_py_text: str,
+    checksums: dict[str, Any] | None,
+) -> ModuleType:
+    """Load and return the components module from a provided string containing the python code."""
+    # First validate the code
+    validate_python_code(
+        code_text=components_py_text,
+        checksums=checksums,
+    )
+
+    # Create a new module object
+    components_module = ModuleType(name=COMPONENTS_MODULE_NAME)
+
+    # Execute the module text in the module's namespace
+    exec(components_py_text, components_module.__dict__)
+
+    # Register the module in `sys.modules`` so it can be imported as
+    # `source_declarative_manifest.components` and/or `components`.
+    sys.modules[SDM_COMPONENTS_MODULE_NAME] = components_module
+    sys.modules[COMPONENTS_MODULE_NAME] = components_module
+
+    # Now you can import and use the module
+    return components_module
diff --git a/airbyte_cdk/sources/declarative/parsers/manifest_component_transformer.py b/airbyte_cdk/sources/declarative/parsers/manifest_component_transformer.py
index f2719bb14..105bb6615 100644
--- a/airbyte_cdk/sources/declarative/parsers/manifest_component_transformer.py
+++ b/airbyte_cdk/sources/declarative/parsers/manifest_component_transformer.py
@@ -47,6 +47,8 @@
     "DefaultPaginator.page_size_option": "RequestOption",
     # DpathExtractor
     "DpathExtractor.decoder": "JsonDecoder",
+    # DpathEnhancingExtractor
+    "DpathEnhancingExtractor.decoder": "JsonDecoder",
     # HttpRequester
     "HttpRequester.error_handler": "DefaultErrorHandler",
     # ListPartitionRouter
diff --git a/airbyte_cdk/sources/declarative/parsers/model_to_component_factory.py b/airbyte_cdk/sources/declarative/parsers/model_to_component_factory.py
index 12a7ea2cf..af978d313 100644
--- a/airbyte_cdk/sources/declarative/parsers/model_to_component_factory.py
+++ b/airbyte_cdk/sources/declarative/parsers/model_to_component_factory.py
@@ -77,6 +77,7 @@
     Parser,
 )
 from airbyte_cdk.sources.declarative.extractors import (
+    DpathEnhancingExtractor,
     DpathExtractor,
     RecordFilter,
     RecordSelector,
@@ -87,6 +88,8 @@
 )
 from airbyte_cdk.sources.declarative.incremental import (
     ChildPartitionResumableFullRefreshCursor,
+    ConcurrentCursorFactory,
+    ConcurrentPerPartitionCursor,
     CursorFactory,
     DatetimeBasedCursor,
     DeclarativeCursor,
@@ -101,6 +104,7 @@
     LegacyToPerPartitionStateMigration,
 )
 from airbyte_cdk.sources.declarative.models import (
+    Clamping,
     CustomStateMigration,
 )
 from airbyte_cdk.sources.declarative.models.declarative_component_schema import (
@@ -130,6 +134,9 @@
 from airbyte_cdk.sources.declarative.models.declarative_component_schema import (
     CheckStream as CheckStreamModel,
 )
+from airbyte_cdk.sources.declarative.models.declarative_component_schema import (
+    ComplexFieldType as ComplexFieldTypeModel,
+)
 from airbyte_cdk.sources.declarative.models.declarative_component_schema import (
     ComponentMappingDefinition as ComponentMappingDefinitionModel,
 )
@@ -208,6 +215,9 @@
 from airbyte_cdk.sources.declarative.models.declarative_component_schema import (
     DefaultPaginator as DefaultPaginatorModel,
 )
+from airbyte_cdk.sources.declarative.models.declarative_component_schema import (
+    DpathEnhancingExtractor as DpathEnhancingExtractorModel,
+)
 from airbyte_cdk.sources.declarative.models.declarative_component_schema import (
     DpathExtractor as DpathExtractorModel,
 )
@@ -363,6 +373,10 @@
 from airbyte_cdk.sources.declarative.models.declarative_component_schema import (
     ZipfileDecoder as ZipfileDecoderModel,
 )
+from airbyte_cdk.sources.declarative.parsers.custom_code_compiler import (
+    COMPONENTS_MODULE_NAME,
+    SDM_COMPONENTS_MODULE_NAME,
+)
 from airbyte_cdk.sources.declarative.partition_routers import (
     CartesianProductStreamSlicer,
     ListPartitionRouter,
@@ -422,6 +436,7 @@
     SimpleRetrieverTestReadDecorator,
 )
 from airbyte_cdk.sources.declarative.schema import (
+    ComplexFieldType,
     DefaultSchemaLoader,
     DynamicSchemaLoader,
     InlineSchemaLoader,
@@ -456,6 +471,16 @@
     InMemoryMessageRepository,
     LogAppenderMessageRepositoryDecorator,
     MessageRepository,
+    NoopMessageRepository,
+)
+from airbyte_cdk.sources.streams.concurrent.clamping import (
+    ClampingEndProvider,
+    ClampingStrategy,
+    DayClampingStrategy,
+    MonthClampingStrategy,
+    NoClamping,
+    WeekClampingStrategy,
+    Weekday,
 )
 from airbyte_cdk.sources.streams.concurrent.cursor import ConcurrentCursor, CursorField
 from airbyte_cdk.sources.streams.concurrent.state_converters.datetime_stream_state_converter import (
@@ -486,6 +511,7 @@ def __init__(
         disable_cache: bool = False,
         disable_resumable_full_refresh: bool = False,
         message_repository: Optional[MessageRepository] = None,
+        connector_state_manager: Optional[ConnectorStateManager] = None,
     ):
         self._init_mappings()
         self._limit_pages_fetched_per_slice = limit_pages_fetched_per_slice
@@ -497,6 +523,7 @@ def __init__(
         self._message_repository = message_repository or InMemoryMessageRepository(
             self._evaluate_log_level(emit_connector_builder_messages)
         )
+        self._connector_state_manager = connector_state_manager or ConnectorStateManager()
 
     def _init_mappings(self) -> None:
         self.PYDANTIC_MODEL_TO_CONSTRUCTOR: Mapping[Type[BaseModel], Callable[..., Any]] = {
@@ -532,6 +559,7 @@ def _init_mappings(self) -> None:
             DefaultErrorHandlerModel: self.create_default_error_handler,
             DefaultPaginatorModel: self.create_default_paginator,
             DpathExtractorModel: self.create_dpath_extractor,
+            DpathEnhancingExtractorModel: self.create_dpath_enhancing_extractor,
             ResponseToFileExtractorModel: self.create_response_to_file_extractor,
             ExponentialBackoffStrategyModel: self.create_exponential_backoff_strategy,
             SessionTokenAuthenticatorModel: self.create_session_token_authenticator,
@@ -555,6 +583,7 @@ def _init_mappings(self) -> None:
             DynamicSchemaLoaderModel: self.create_dynamic_schema_loader,
             SchemaTypeIdentifierModel: self.create_schema_type_identifier,
             TypesMapModel: self.create_types_map,
+            ComplexFieldTypeModel: self.create_complex_field_type,
             JwtAuthenticatorModel: self.create_jwt_authenticator,
             LegacyToPerPartitionStateMigrationModel: self.create_legacy_to_per_partition_state_migration,
             ListPartitionRouterModel: self.create_list_partition_router,
@@ -905,15 +934,24 @@ def create_concurrency_level(
 
     def create_concurrent_cursor_from_datetime_based_cursor(
         self,
-        state_manager: ConnectorStateManager,
         model_type: Type[BaseModel],
         component_definition: ComponentDefinition,
         stream_name: str,
         stream_namespace: Optional[str],
         config: Config,
-        stream_state: MutableMapping[str, Any],
+        message_repository: Optional[MessageRepository] = None,
+        runtime_lookback_window: Optional[datetime.timedelta] = None,
         **kwargs: Any,
     ) -> ConcurrentCursor:
+        # Per-partition incremental streams can dynamically create child cursors which will pass their current
+        # state via the stream_state keyword argument. Incremental syncs without parent streams use the
+        # incoming state and connector_state_manager that is initialized when the component factory is created
+        stream_state = (
+            self._connector_state_manager.get_stream_state(stream_name, stream_namespace)
+            if "stream_state" not in kwargs
+            else kwargs["stream_state"]
+        )
+
         component_type = component_definition.get("type")
         if component_definition.get("type") != model_type.__name__:
             raise ValueError(
@@ -973,10 +1011,22 @@ def create_concurrent_cursor_from_datetime_based_cursor(
         connector_state_converter = CustomFormatConcurrentStreamStateConverter(
             datetime_format=datetime_format,
             input_datetime_formats=datetime_based_cursor_model.cursor_datetime_formats,
-            is_sequential_state=True,
+            is_sequential_state=True,  # ConcurrentPerPartitionCursor only works with sequential state
             cursor_granularity=cursor_granularity,
         )
 
+        # Adjusts the stream state by applying the runtime lookback window.
+        # This is used to ensure correct state handling in case of failed partitions.
+        stream_state_value = stream_state.get(cursor_field.cursor_field_key)
+        if runtime_lookback_window and stream_state_value:
+            new_stream_state = (
+                connector_state_converter.parse_timestamp(stream_state_value)
+                - runtime_lookback_window
+            )
+            stream_state[cursor_field.cursor_field_key] = connector_state_converter.output_format(
+                new_stream_state
+            )
+
         start_date_runtime_value: Union[InterpolatedString, str, MinMaxDatetime]
         if isinstance(datetime_based_cursor_model.start_datetime, MinMaxDatetimeModel):
             start_date_runtime_value = self.create_min_max_datetime(
@@ -1043,12 +1093,59 @@ def create_concurrent_cursor_from_datetime_based_cursor(
             if evaluated_step:
                 step_length = parse_duration(evaluated_step)
 
+        clamping_strategy: ClampingStrategy = NoClamping()
+        if datetime_based_cursor_model.clamping:
+            # While it is undesirable to interpolate within the model factory (as opposed to at runtime),
+            # it is still better than shifting interpolation low-code concept into the ConcurrentCursor runtime
+            # object which we want to keep agnostic of being low-code
+            target = InterpolatedString(
+                string=datetime_based_cursor_model.clamping.target,
+                parameters=datetime_based_cursor_model.parameters or {},
+            )
+            evaluated_target = target.eval(config=config)
+            match evaluated_target:
+                case "DAY":
+                    clamping_strategy = DayClampingStrategy()
+                    end_date_provider = ClampingEndProvider(
+                        DayClampingStrategy(is_ceiling=False),
+                        end_date_provider,  # type: ignore  # Having issues w/ inspection for GapType and CursorValueType as shown in existing tests. Confirmed functionality is working in practice
+                        granularity=cursor_granularity or datetime.timedelta(seconds=1),
+                    )
+                case "WEEK":
+                    if (
+                        not datetime_based_cursor_model.clamping.target_details
+                        or "weekday" not in datetime_based_cursor_model.clamping.target_details
+                    ):
+                        raise ValueError(
+                            "Given WEEK clamping, weekday needs to be provided as target_details"
+                        )
+                    weekday = self._assemble_weekday(
+                        datetime_based_cursor_model.clamping.target_details["weekday"]
+                    )
+                    clamping_strategy = WeekClampingStrategy(weekday)
+                    end_date_provider = ClampingEndProvider(
+                        WeekClampingStrategy(weekday, is_ceiling=False),
+                        end_date_provider,  # type: ignore  # Having issues w/ inspection for GapType and CursorValueType as shown in existing tests. Confirmed functionality is working in practice
+                        granularity=cursor_granularity or datetime.timedelta(days=1),
+                    )
+                case "MONTH":
+                    clamping_strategy = MonthClampingStrategy()
+                    end_date_provider = ClampingEndProvider(
+                        MonthClampingStrategy(is_ceiling=False),
+                        end_date_provider,  # type: ignore  # Having issues w/ inspection for GapType and CursorValueType as shown in existing tests. Confirmed functionality is working in practice
+                        granularity=cursor_granularity or datetime.timedelta(days=1),
+                    )
+                case _:
+                    raise ValueError(
+                        f"Invalid clamping target {evaluated_target}, expected DAY, WEEK, MONTH"
+                    )
+
         return ConcurrentCursor(
             stream_name=stream_name,
             stream_namespace=stream_namespace,
             stream_state=stream_state,
-            message_repository=self._message_repository,
-            connector_state_manager=state_manager,
+            message_repository=message_repository or self._message_repository,
+            connector_state_manager=self._connector_state_manager,
             connector_state_converter=connector_state_converter,
             cursor_field=cursor_field,
             slice_boundary_fields=slice_boundary_fields,
@@ -1057,6 +1154,83 @@ def create_concurrent_cursor_from_datetime_based_cursor(
             lookback_window=lookback_window,
             slice_range=step_length,
             cursor_granularity=cursor_granularity,
+            clamping_strategy=clamping_strategy,
+        )
+
+    def _assemble_weekday(self, weekday: str) -> Weekday:
+        match weekday:
+            case "MONDAY":
+                return Weekday.MONDAY
+            case "TUESDAY":
+                return Weekday.TUESDAY
+            case "WEDNESDAY":
+                return Weekday.WEDNESDAY
+            case "THURSDAY":
+                return Weekday.THURSDAY
+            case "FRIDAY":
+                return Weekday.FRIDAY
+            case "SATURDAY":
+                return Weekday.SATURDAY
+            case "SUNDAY":
+                return Weekday.SUNDAY
+            case _:
+                raise ValueError(f"Unknown weekday {weekday}")
+
+    def create_concurrent_cursor_from_perpartition_cursor(
+        self,
+        state_manager: ConnectorStateManager,
+        model_type: Type[BaseModel],
+        component_definition: ComponentDefinition,
+        stream_name: str,
+        stream_namespace: Optional[str],
+        config: Config,
+        stream_state: MutableMapping[str, Any],
+        partition_router: PartitionRouter,
+        **kwargs: Any,
+    ) -> ConcurrentPerPartitionCursor:
+        component_type = component_definition.get("type")
+        if component_definition.get("type") != model_type.__name__:
+            raise ValueError(
+                f"Expected manifest component of type {model_type.__name__}, but received {component_type} instead"
+            )
+
+        datetime_based_cursor_model = model_type.parse_obj(component_definition)
+
+        if not isinstance(datetime_based_cursor_model, DatetimeBasedCursorModel):
+            raise ValueError(
+                f"Expected {model_type.__name__} component, but received {datetime_based_cursor_model.__class__.__name__}"
+            )
+
+        interpolated_cursor_field = InterpolatedString.create(
+            datetime_based_cursor_model.cursor_field,
+            parameters=datetime_based_cursor_model.parameters or {},
+        )
+        cursor_field = CursorField(interpolated_cursor_field.eval(config=config))
+
+        # Create the cursor factory
+        cursor_factory = ConcurrentCursorFactory(
+            partial(
+                self.create_concurrent_cursor_from_datetime_based_cursor,
+                state_manager=state_manager,
+                model_type=model_type,
+                component_definition=component_definition,
+                stream_name=stream_name,
+                stream_namespace=stream_namespace,
+                config=config,
+                message_repository=NoopMessageRepository(),
+            )
+        )
+
+        # Return the concurrent cursor and state converter
+        return ConcurrentPerPartitionCursor(
+            cursor_factory=cursor_factory,
+            partition_router=partition_router,
+            stream_name=stream_name,
+            stream_namespace=stream_namespace,
+            stream_state=stream_state,
+            message_repository=self._message_repository,  # type: ignore
+            connector_state_manager=state_manager,
+            cursor_field=cursor_field,
         )
 
     @staticmethod
@@ -1102,7 +1276,6 @@ def create_custom_component(self, model: Any, config: Config, **kwargs: Any) ->
         :param config: The custom defined connector config
         :return: The declarative component built from the Pydantic model to be used at runtime
         """
-
         custom_component_class = self._get_class_from_fully_qualified_class_name(model.class_name)
         component_fields = get_type_hints(custom_component_class)
         model_args = model.dict()
@@ -1156,14 +1329,38 @@ def create_custom_component(self, model: Any, config: Config, **kwargs: Any) ->
         return custom_component_class(**kwargs)
 
     @staticmethod
-    def _get_class_from_fully_qualified_class_name(full_qualified_class_name: str) -> Any:
+    def _get_class_from_fully_qualified_class_name(
+        full_qualified_class_name: str,
+    ) -> Any:
+        """Get a class from its fully qualified name.
+
+        If a custom components module is needed, we assume it is already registered - probably
+        as `source_declarative_manifest.components` or `components`.
+
+        Args:
+            full_qualified_class_name (str): The fully qualified name of the class (e.g., "module.ClassName").
+
+        Returns:
+            Any: The class object.
+
+        Raises:
+            ValueError: If the class cannot be loaded.
+        """
         split = full_qualified_class_name.split(".")
-        module = ".".join(split[:-1])
+        module_name_full = ".".join(split[:-1])
         class_name = split[-1]
+
         try:
-            return getattr(importlib.import_module(module), class_name)
-        except AttributeError:
-            raise ValueError(f"Could not load class {full_qualified_class_name}.")
+            module_ref = importlib.import_module(module_name_full)
+        except ModuleNotFoundError as e:
+            raise ValueError(f"Could not load module `{module_name_full}`.") from e
+
+        try:
+            return getattr(module_ref, class_name)
+        except AttributeError as e:
+            raise ValueError(
+                f"Could not load class `{class_name}` from module `{module_name_full}`.",
+            ) from e
 
     @staticmethod
     def _derive_component_type_from_type_hints(field_type: Any) -> Optional[str]:
@@ -1341,18 +1538,15 @@ def create_declarative_stream(
                 raise ValueError(
                     "Unsupported Slicer is used. PerPartitionWithGlobalCursor should be used here instead"
                 )
-            client_side_incremental_sync = {
-                "date_time_based_cursor": self._create_component_from_model(
-                    model=model.incremental_sync, config=config
-                ),
-                "substream_cursor": (
-                    combined_slicers
-                    if isinstance(
-                        combined_slicers, (PerPartitionWithGlobalCursor, GlobalSubstreamCursor)
-                    )
-                    else None
-                ),
-            }
+            cursor = (
+                combined_slicers
+                if isinstance(
+                    combined_slicers, (PerPartitionWithGlobalCursor, GlobalSubstreamCursor)
+                )
+                else self._create_component_from_model(model=model.incremental_sync, config=config)
+            )
+
+            client_side_incremental_sync = {"cursor": cursor}
 
         if model.incremental_sync and isinstance(model.incremental_sync, DatetimeBasedCursorModel):
             cursor_model = model.incremental_sync
@@ -1501,6 +1695,22 @@ def _merge_stream_slicers(
                     stream_cursor=cursor_component,
                 )
         elif model.incremental_sync:
+            if model.retriever.type == "AsyncRetriever":
+                if model.incremental_sync.type != "DatetimeBasedCursor":
+                    # We are currently in a transition to the Concurrent CDK and AsyncRetriever can only work with the support or unordered slices (for example, when we trigger reports for January and February, the report in February can be completed first). Once we have support for custom concurrent cursor or have a new implementation available in the CDK, we can enable more cursors here.
+                    raise ValueError(
+                        "AsyncRetriever with cursor other than DatetimeBasedCursor is not supported yet"
+                    )
+                if model.retriever.partition_router:
+                    # Note that this development is also done in parallel to the per partition development which once merged we could support here by calling `create_concurrent_cursor_from_perpartition_cursor`
+                    raise ValueError("Per partition state is not supported yet for AsyncRetriever")
+                return self.create_concurrent_cursor_from_datetime_based_cursor(  # type: ignore # This is a known issue that we are creating and returning a ConcurrentCursor which does not technically implement the (low-code) StreamSlicer. However, (low-code) StreamSlicer and ConcurrentCursor both implement StreamSlicer.stream_slices() which is the primary method needed for checkpointing
+                    model_type=DatetimeBasedCursorModel,
+                    component_definition=model.incremental_sync.__dict__,
+                    stream_name=model.name or "",
+                    stream_namespace=None,
+                    config=config or {},
+                )
             return (
                 self._create_component_from_model(model=model.incremental_sync, config=config)
                 if model.incremental_sync
@@ -1611,6 +1821,25 @@ def create_dpath_extractor(
             parameters=model.parameters or {},
         )
 
+    def create_dpath_enhancing_extractor(
+        self,
+        model: DpathEnhancingExtractorModel,
+        config: Config,
+        decoder: Optional[Decoder] = None,
+        **kwargs: Any,
+    ) -> DpathEnhancingExtractor:
+        if decoder:
+            decoder_to_use = decoder
+        else:
+            decoder_to_use = JsonDecoder(parameters={})
+        model_field_path: List[Union[InterpolatedString, str]] = [x for x in model.field_path]
+        return DpathEnhancingExtractor(
+            decoder=decoder_to_use,
+            field_path=model_field_path,
+            config=config,
+            parameters=model.parameters or {},
+        )
+
     def create_response_to_file_extractor(
         self,
         model: ResponseToFileExtractorModel,
@@ -1719,10 +1948,26 @@ def create_inline_schema_loader(
     ) -> InlineSchemaLoader:
         return InlineSchemaLoader(schema=model.schema_ or {}, parameters={})
 
-    @staticmethod
-    def create_types_map(model: TypesMapModel, **kwargs: Any) -> TypesMap:
+    def create_complex_field_type(
+        self, model: ComplexFieldTypeModel, config: Config, **kwargs: Any
+    ) -> ComplexFieldType:
+        items = (
+            self._create_component_from_model(model=model.items, config=config)
+            if isinstance(model.items, ComplexFieldTypeModel)
+            else model.items
+        )
+
+        return ComplexFieldType(field_type=model.field_type, items=items)
+
+    def create_types_map(self, model: TypesMapModel, config: Config, **kwargs: Any) -> TypesMap:
+        target_type = (
+            self._create_component_from_model(model=model.target_type, config=config)
+            if isinstance(model.target_type, ComplexFieldTypeModel)
+            else model.target_type
+        )
+
         return TypesMap(
-            target_type=model.target_type,
+            target_type=target_type,
             current_type=model.current_type,
             condition=model.condition if model.condition is not None else "True",
         )
@@ -1925,6 +2170,12 @@ def create_no_pagination(
     def create_oauth_authenticator(
         self, model: OAuthAuthenticatorModel, config: Config, **kwargs: Any
     ) -> DeclarativeOauth2Authenticator:
+        profile_assertion = (
+            self._create_component_from_model(model.profile_assertion, config=config)
+            if model.profile_assertion
+            else None
+        )
+
         if model.refresh_token_updater:
             # ignore type error because fixing it would have a lot of dependencies, revisit later
             return DeclarativeSingleUseRefreshTokenOauth2Authenticator(  # type: ignore
@@ -1945,13 +2196,17 @@ def create_oauth_authenticator(
                 ).eval(config),
                 client_id=InterpolatedString.create(
                     model.client_id, parameters=model.parameters or {}
-                ).eval(config),
+                ).eval(config)
+                if model.client_id
+                else model.client_id,
                 client_secret_name=InterpolatedString.create(
                     model.client_secret_name or "client_secret", parameters=model.parameters or {}
                 ).eval(config),
                 client_secret=InterpolatedString.create(
                     model.client_secret, parameters=model.parameters or {}
-                ).eval(config),
+                ).eval(config)
+                if model.client_secret
+                else model.client_secret,
                 access_token_config_path=model.refresh_token_updater.access_token_config_path,
                 refresh_token_config_path=model.refresh_token_updater.refresh_token_config_path,
                 token_expiry_date_config_path=model.refresh_token_updater.token_expiry_date_config_path,
@@ -1997,6 +2252,8 @@ def create_oauth_authenticator(
             config=config,
             parameters=model.parameters or {},
             message_repository=self._message_repository,
+            profile_assertion=profile_assertion,
+            use_profile_assertion=model.use_profile_assertion,
         )
 
     def create_offset_increment(
diff --git a/airbyte_cdk/sources/declarative/partition_routers/substream_partition_router.py b/airbyte_cdk/sources/declarative/partition_routers/substream_partition_router.py
index 1c7bb6961..c242215ea 100644
--- a/airbyte_cdk/sources/declarative/partition_routers/substream_partition_router.py
+++ b/airbyte_cdk/sources/declarative/partition_routers/substream_partition_router.py
@@ -295,24 +295,58 @@ def set_initial_state(self, stream_state: StreamState) -> None:
             return
 
         if not parent_state and incremental_dependency:
-            # Attempt to retrieve child state
-            substream_state = list(stream_state.values())
-            substream_state = substream_state[0] if substream_state else {}  # type: ignore [assignment]  # Incorrect type for assignment
-            parent_state = {}
-
-            # Copy child state to parent streams with incremental dependencies
-            if substream_state:
-                for parent_config in self.parent_stream_configs:
-                    if parent_config.incremental_dependency:
-                        parent_state[parent_config.stream.name] = {
-                            parent_config.stream.cursor_field: substream_state
-                        }
+            # Migrate child state to parent state format
+            parent_state = self._migrate_child_state_to_parent_state(stream_state)
 
         # Set state for each parent stream with an incremental dependency
         for parent_config in self.parent_stream_configs:
             if parent_config.incremental_dependency:
                 parent_config.stream.state = parent_state.get(parent_config.stream.name, {})
 
+    def _migrate_child_state_to_parent_state(self, stream_state: StreamState) -> StreamState:
+        """
+        Migrate the child stream state to the parent stream's state format.
+
+        This method converts the global or child state into a format compatible with parent
+        streams. The migration occurs only for parent streams with incremental dependencies.
+        The method filters out per-partition states and retains only the global state in the
+        format `{cursor_field: cursor_value}`.
+
+        Args:
+            stream_state (StreamState): The state to migrate. Expected formats include:
+                - {"updated_at": "2023-05-27T00:00:00Z"}
+                - {"states": [...] } (ignored during migration)
+
+        Returns:
+            StreamState: A migrated state for parent streams in the format:
+                {
+                    "parent_stream_name": {"parent_stream_cursor": "2023-05-27T00:00:00Z"}
+                }
+
+        Example:
+            Input: {"updated_at": "2023-05-27T00:00:00Z"}
+            Output: {
+                "parent_stream_name": {"parent_stream_cursor": "2023-05-27T00:00:00Z"}
+            }
+        """
+        substream_state_values = list(stream_state.values())
+        substream_state = substream_state_values[0] if substream_state_values else {}
+
+        # Ignore per-partition states or invalid formats
+        if isinstance(substream_state, (list, dict)) or len(substream_state_values) != 1:
+            return {}
+
+        # Copy child state to parent streams with incremental dependencies
+        parent_state = {}
+        if substream_state:
+            for parent_config in self.parent_stream_configs:
+                if parent_config.incremental_dependency:
+                    parent_state[parent_config.stream.name] = {
+                        parent_config.stream.cursor_field: substream_state
+                    }
+
+        return parent_state
+
     def get_stream_state(self) -> Optional[Mapping[str, StreamState]]:
         """
         Get the state of the parent streams.
diff --git a/airbyte_cdk/sources/declarative/requesters/error_handlers/composite_error_handler.py b/airbyte_cdk/sources/declarative/requesters/error_handlers/composite_error_handler.py
index fc4219134..bb60f2a96 100644
--- a/airbyte_cdk/sources/declarative/requesters/error_handlers/composite_error_handler.py
+++ b/airbyte_cdk/sources/declarative/requesters/error_handlers/composite_error_handler.py
@@ -8,6 +8,7 @@
 import requests
 
 from airbyte_cdk.sources.streams.http.error_handlers import ErrorHandler
+from airbyte_cdk.sources.streams.http.error_handlers.backoff_strategy import BackoffStrategy
 from airbyte_cdk.sources.streams.http.error_handlers.response_models import (
     ErrorResolution,
     ResponseAction,
@@ -77,3 +78,24 @@ def interpret_response(
             return matched_error_resolution
 
         return create_fallback_error_resolution(response_or_exception)
+
+    @property
+    def backoff_strategies(self) -> Optional[List[BackoffStrategy]]:
+        """
+        Combines backoff strategies from all child error handlers into a single flattened list.
+
+        When used with HttpRequester, note the following behavior:
+        - In HttpRequester.__post_init__, the entire list of backoff strategies is assigned to the error handler
+        - However, the error handler's backoff_time() method only ever uses the first non-None strategy in the list
+        - This means that if any backoff strategies are present, the first non-None strategy becomes the default
+        - This applies to both user-defined response filters and errors from DEFAULT_ERROR_MAPPING
+        - The list structure is not used to map different strategies to different error conditions
+        - Therefore, subsequent strategies in the list will not be used
+
+        Returns None if no handlers have strategies defined, which will result in HttpRequester using its default backoff strategy.
+        """
+        all_strategies = []
+        for handler in self.error_handlers:
+            if hasattr(handler, "backoff_strategies") and handler.backoff_strategies:
+                all_strategies.extend(handler.backoff_strategies)
+        return all_strategies if all_strategies else None
diff --git a/airbyte_cdk/sources/declarative/requesters/paginators/strategies/offset_increment.py b/airbyte_cdk/sources/declarative/requesters/paginators/strategies/offset_increment.py
index 512d8143c..b4c8e29bf 100644
--- a/airbyte_cdk/sources/declarative/requesters/paginators/strategies/offset_increment.py
+++ b/airbyte_cdk/sources/declarative/requesters/paginators/strategies/offset_increment.py
@@ -52,10 +52,10 @@ class OffsetIncrement(PaginationStrategy):
     inject_on_first_request: bool = False
 
     def __post_init__(self, parameters: Mapping[str, Any]) -> None:
-        page_size = str(self.page_size) if isinstance(self.page_size, int) else self.page_size
-        if page_size:
+        self.page_size = str(self.page_size) if isinstance(self.page_size, int) else self.page_size
+        if self.page_size:
             self._page_size: Optional[InterpolatedString] = InterpolatedString(
-                page_size, parameters=parameters
+                self.page_size, parameters=parameters
             )
         else:
             self._page_size = None
diff --git a/airbyte_cdk/sources/declarative/requesters/paginators/strategies/page_increment.py b/airbyte_cdk/sources/declarative/requesters/paginators/strategies/page_increment.py
index 2e1643b56..0b9d65774 100644
--- a/airbyte_cdk/sources/declarative/requesters/paginators/strategies/page_increment.py
+++ b/airbyte_cdk/sources/declarative/requesters/paginators/strategies/page_increment.py
@@ -31,13 +31,11 @@ class PageIncrement(PaginationStrategy):
     inject_on_first_request: bool = False
 
     def __post_init__(self, parameters: Mapping[str, Any]) -> None:
-        if isinstance(self.page_size, int) or (self.page_size is None):
-            self._page_size = self.page_size
-        else:
-            page_size = InterpolatedString(self.page_size, parameters=parameters).eval(self.config)
-            if not isinstance(page_size, int):
-                raise Exception(f"{page_size} is of type {type(page_size)}. Expected {int}")
-            self._page_size = page_size
+        if not isinstance(self.page_size, int) and not (self.page_size is None):
+            self.page_size = InterpolatedString(self.page_size, parameters=parameters).eval(self.config)
+            if not isinstance(self.page_size, int):
+                raise Exception(f"{self.page_size} is of type {type(self.page_size)}. Expected {int}")
+        self._page_size = self.page_size
 
     @property
     def initial_token(self) -> Optional[Any]:
diff --git a/airbyte_cdk/sources/declarative/retrievers/async_retriever.py b/airbyte_cdk/sources/declarative/retrievers/async_retriever.py
index 1b8860289..bd28e0e2d 100644
--- a/airbyte_cdk/sources/declarative/retrievers/async_retriever.py
+++ b/airbyte_cdk/sources/declarative/retrievers/async_retriever.py
@@ -75,7 +75,7 @@ def _validate_and_get_stream_slice_partition(
         """
         if not isinstance(stream_slice, StreamSlice) or "partition" not in stream_slice.partition:
             raise AirbyteTracedException(
-                message="Invalid arguments to AsyncJobRetriever.read_records: stream_slice is no optional. Please contact Airbyte Support",
+                message="Invalid arguments to AsyncRetriever.read_records: stream_slice is not optional. Please contact Airbyte Support",
                 failure_type=FailureType.system_error,
             )
         return stream_slice["partition"]  # type: ignore  # stream_slice["partition"] has been added as an AsyncPartition as part of stream_slices
diff --git a/airbyte_cdk/sources/declarative/retrievers/simple_retriever.py b/airbyte_cdk/sources/declarative/retrievers/simple_retriever.py
index d167a84bc..45533ac4b 100644
--- a/airbyte_cdk/sources/declarative/retrievers/simple_retriever.py
+++ b/airbyte_cdk/sources/declarative/retrievers/simple_retriever.py
@@ -160,7 +160,7 @@ def _request_headers(
             stream_slice,
             next_page_token,
             self._paginator.get_request_headers,
-            self.stream_slicer.get_request_headers,
+            self.request_option_provider.get_request_headers,
         )
         if isinstance(headers, str):
             raise ValueError("Request headers cannot be a string")
diff --git a/airbyte_cdk/sources/declarative/schema/__init__.py b/airbyte_cdk/sources/declarative/schema/__init__.py
index b5b6a7d31..cad0c2f06 100644
--- a/airbyte_cdk/sources/declarative/schema/__init__.py
+++ b/airbyte_cdk/sources/declarative/schema/__init__.py
@@ -4,6 +4,7 @@
 
 from airbyte_cdk.sources.declarative.schema.default_schema_loader import DefaultSchemaLoader
 from airbyte_cdk.sources.declarative.schema.dynamic_schema_loader import (
+    ComplexFieldType,
     DynamicSchemaLoader,
     SchemaTypeIdentifier,
     TypesMap,
@@ -18,6 +19,7 @@
     "SchemaLoader",
     "InlineSchemaLoader",
     "DynamicSchemaLoader",
+    "ComplexFieldType",
     "TypesMap",
     "SchemaTypeIdentifier",
 ]
diff --git a/airbyte_cdk/sources/declarative/schema/dynamic_schema_loader.py b/airbyte_cdk/sources/declarative/schema/dynamic_schema_loader.py
index d65890b70..824d0f8f7 100644
--- a/airbyte_cdk/sources/declarative/schema/dynamic_schema_loader.py
+++ b/airbyte_cdk/sources/declarative/schema/dynamic_schema_loader.py
@@ -18,7 +18,7 @@
 from airbyte_cdk.sources.source import ExperimentalClassWarning
 from airbyte_cdk.sources.types import Config, StreamSlice, StreamState
 
-AIRBYTE_DATA_TYPES: Mapping[str, Mapping[str, Any]] = {
+AIRBYTE_DATA_TYPES: Mapping[str, MutableMapping[str, Any]] = {
     "string": {"type": ["null", "string"]},
     "boolean": {"type": ["null", "boolean"]},
     "date": {"type": ["null", "string"], "format": "date"},
@@ -45,6 +45,25 @@
 }
 
 
+@deprecated("This class is experimental. Use at your own risk.", category=ExperimentalClassWarning)
+@dataclass(frozen=True)
+class ComplexFieldType:
+    """
+    Identifies complex field type
+    """
+
+    field_type: str
+    items: Optional[Union[str, "ComplexFieldType"]] = None
+
+    def __post_init__(self) -> None:
+        """
+        Enforces that `items` is only used when `field_type` is a array
+        """
+        # `items_type` is valid only for array target types
+        if self.items and self.field_type != "array":
+            raise ValueError("'items' can only be used when 'field_type' is an array.")
+
+
 @deprecated("This class is experimental. Use at your own risk.", category=ExperimentalClassWarning)
 @dataclass(frozen=True)
 class TypesMap:
@@ -52,7 +71,7 @@ class TypesMap:
     Represents a mapping between a current type and its corresponding target type.
     """
 
-    target_type: Union[List[str], str]
+    target_type: Union[List[str], str, ComplexFieldType]
     current_type: Union[List[str], str]
     condition: Optional[str]
 
@@ -135,8 +154,9 @@ def get_json_schema(self) -> Mapping[str, Any]:
         transformed_properties = self._transform(properties, {})
 
         return {
-            "$schema": "http://json-schema.org/draft-07/schema#",
+            "$schema": "https://json-schema.org/draft-07/schema#",
             "type": "object",
+            "additionalProperties": True,
             "properties": transformed_properties,
         }
 
@@ -188,18 +208,36 @@ def _get_type(
             first_type = self._get_airbyte_type(mapped_field_type[0])
             second_type = self._get_airbyte_type(mapped_field_type[1])
             return {"oneOf": [first_type, second_type]}
+
         elif isinstance(mapped_field_type, str):
             return self._get_airbyte_type(mapped_field_type)
+
+        elif isinstance(mapped_field_type, ComplexFieldType):
+            return self._resolve_complex_type(mapped_field_type)
+
         else:
             raise ValueError(
                 f"Invalid data type. Available string or two items list of string. Got {mapped_field_type}."
             )
 
+    def _resolve_complex_type(self, complex_type: ComplexFieldType) -> Mapping[str, Any]:
+        if not complex_type.items:
+            return self._get_airbyte_type(complex_type.field_type)
+
+        field_type = self._get_airbyte_type(complex_type.field_type)
+        field_type["items"] = (
+            self._get_airbyte_type(complex_type.items)
+            if isinstance(complex_type.items, str)
+            else self._resolve_complex_type(complex_type.items)
+        )
+
+        return field_type
+
     def _replace_type_if_not_valid(
         self,
         field_type: Union[List[str], str],
         raw_schema: MutableMapping[str, Any],
-    ) -> Union[List[str], str]:
+    ) -> Union[List[str], str, ComplexFieldType]:
         """
         Replaces a field type if it matches a type mapping in `types_map`.
         """
@@ -216,7 +254,7 @@ def _replace_type_if_not_valid(
         return field_type
 
     @staticmethod
-    def _get_airbyte_type(field_type: str) -> Mapping[str, Any]:
+    def _get_airbyte_type(field_type: str) -> MutableMapping[str, Any]:
         """
         Maps a field type to its corresponding Airbyte type definition.
         """
diff --git a/airbyte_cdk/sources/declarative/transformations/flatten_fields.py b/airbyte_cdk/sources/declarative/transformations/flatten_fields.py
index 806b798a0..06d7f31cb 100644
--- a/airbyte_cdk/sources/declarative/transformations/flatten_fields.py
+++ b/airbyte_cdk/sources/declarative/transformations/flatten_fields.py
@@ -35,16 +35,15 @@ def flatten_record(self, record: Dict[str, Any]) -> Dict[str, Any]:
 
             if isinstance(current_record, dict):
                 for current_key, value in current_record.items():
-                    if not is_service_key(current_key):
+                    if is_service_key(current_key):
+                        transformed_record[current_key] = value
+                    else:
                         new_key = (
                             f"{parent_key}.{current_key}"
                             if (current_key in transformed_record or force_with_parent_name)
                             else current_key
                         )
                         stack.append((value, new_key))
-                    else:
-                        # transfer the service fields without change
-                        transformed_record[current_key] = value
 
             elif isinstance(current_record, list) and self.flatten_lists:
                 for i, item in enumerate(current_record):
diff --git a/airbyte_cdk/sources/http_logger.py b/airbyte_cdk/sources/http_logger.py
index 33ccc68ac..832f17f1c 100644
--- a/airbyte_cdk/sources/http_logger.py
+++ b/airbyte_cdk/sources/http_logger.py
@@ -45,7 +45,7 @@ def format_http_message(
         log_message["http"]["is_auxiliary"] = is_auxiliary  # type: ignore [index]
     if stream_name:
         log_message["airbyte_cdk"] = {"stream": {"name": stream_name}}
-    return log_message  # type: ignore [return-value]  # got "dict[str, object]", expected "dict[str, JsonType]"
+    return log_message  # type: ignore[return-value]  # got "dict[str, object]", expected "dict[str, JsonType]"
 
 
 def _normalize_body_string(body_str: Optional[Union[str, bytes]]) -> Optional[str]:
diff --git a/airbyte_cdk/sources/streams/concurrent/clamping.py b/airbyte_cdk/sources/streams/concurrent/clamping.py
new file mode 100644
index 000000000..022534bc7
--- /dev/null
+++ b/airbyte_cdk/sources/streams/concurrent/clamping.py
@@ -0,0 +1,99 @@
+from abc import ABC
+from datetime import datetime, timedelta
+from enum import Enum
+from typing import Callable
+
+from airbyte_cdk.sources.streams.concurrent.cursor_types import CursorValueType
+
+
+class ClampingStrategy(ABC):
+    def clamp(self, value: CursorValueType) -> CursorValueType:
+        raise NotImplementedError()
+
+
+class NoClamping(ClampingStrategy):
+    def clamp(self, value: CursorValueType) -> CursorValueType:
+        return value
+
+
+class ClampingEndProvider:
+    def __init__(
+        self,
+        clamping_strategy: ClampingStrategy,
+        end_provider: Callable[[], CursorValueType],
+        granularity: timedelta,
+    ) -> None:
+        self._clamping_strategy = clamping_strategy
+        self._end_provider = end_provider
+        self._granularity = granularity
+
+    def __call__(self) -> CursorValueType:
+        return self._clamping_strategy.clamp(self._end_provider()) - self._granularity
+
+
+class DayClampingStrategy(ClampingStrategy):
+    def __init__(self, is_ceiling: bool = True) -> None:
+        self._is_ceiling = is_ceiling
+
+    def clamp(self, value: datetime) -> datetime:  # type: ignore  # datetime implements method from CursorValueType
+        return_value = value.replace(hour=0, minute=0, second=0, microsecond=0)
+        if self._is_ceiling:
+            return return_value + timedelta(days=1)
+        return return_value
+
+
+class MonthClampingStrategy(ClampingStrategy):
+    def __init__(self, is_ceiling: bool = True) -> None:
+        self._is_ceiling = is_ceiling
+
+    def clamp(self, value: datetime) -> datetime:  # type: ignore  # datetime implements method from CursorValueType
+        return_value = value.replace(hour=0, minute=0, second=0, microsecond=0)
+        needs_to_round = value.day != 1
+        if not needs_to_round:
+            return return_value
+
+        return self._ceil(return_value) if self._is_ceiling else return_value.replace(day=1)
+
+    def _ceil(self, value: datetime) -> datetime:
+        return value.replace(
+            year=value.year + 1 if value.month == 12 else value.year,
+            month=(value.month % 12) + 1,
+            day=1,
+            hour=0,
+            minute=0,
+            second=0,
+            microsecond=0,
+        )
+
+
+class Weekday(Enum):
+    """
+    These integer values map to the same ones used by the Datetime.date.weekday() implementation
+    """
+
+    MONDAY = 0
+    TUESDAY = 1
+    WEDNESDAY = 2
+    THURSDAY = 3
+    FRIDAY = 4
+    SATURDAY = 5
+    SUNDAY = 6
+
+
+class WeekClampingStrategy(ClampingStrategy):
+    def __init__(self, day_of_week: Weekday, is_ceiling: bool = True) -> None:
+        self._day_of_week = day_of_week.value
+        self._is_ceiling = is_ceiling
+
+    def clamp(self, value: datetime) -> datetime:  # type: ignore  # datetime implements method from CursorValueType
+        days_diff_to_ceiling = (
+            7 - (value.weekday() - self._day_of_week)
+            if value.weekday() > self._day_of_week
+            else abs(value.weekday() - self._day_of_week)
+        )
+        delta = (
+            timedelta(days_diff_to_ceiling)
+            if self._is_ceiling
+            else timedelta(days_diff_to_ceiling - 7)
+        )
+        return value.replace(hour=0, minute=0, second=0, microsecond=0) + delta
diff --git a/airbyte_cdk/sources/streams/concurrent/cursor.py b/airbyte_cdk/sources/streams/concurrent/cursor.py
index cbce82a94..88d15bc8a 100644
--- a/airbyte_cdk/sources/streams/concurrent/cursor.py
+++ b/airbyte_cdk/sources/streams/concurrent/cursor.py
@@ -13,7 +13,6 @@
     Mapping,
     MutableMapping,
     Optional,
-    Protocol,
     Tuple,
     Union,
 )
@@ -21,6 +20,8 @@
 from airbyte_cdk.sources.connector_state_manager import ConnectorStateManager
 from airbyte_cdk.sources.message import MessageRepository
 from airbyte_cdk.sources.streams import NO_CURSOR_STATE_KEY
+from airbyte_cdk.sources.streams.concurrent.clamping import ClampingStrategy, NoClamping
+from airbyte_cdk.sources.streams.concurrent.cursor_types import CursorValueType, GapType
 from airbyte_cdk.sources.streams.concurrent.partitions.partition import Partition
 from airbyte_cdk.sources.streams.concurrent.partitions.stream_slicer import StreamSlicer
 from airbyte_cdk.sources.streams.concurrent.state_converters.abstract_stream_state_converter import (
@@ -35,36 +36,6 @@ def _extract_value(mapping: Mapping[str, Any], path: List[str]) -> Any:
     return functools.reduce(lambda a, b: a[b], path, mapping)
 
 
-class GapType(Protocol):
-    """
-    This is the representation of gaps between two cursor values. Examples:
-    * if cursor values are datetimes, GapType is timedelta
-    * if cursor values are integer, GapType will also be integer
-    """
-
-    pass
-
-
-class CursorValueType(Protocol):
-    """Protocol for annotating comparable types."""
-
-    @abstractmethod
-    def __lt__(self: "CursorValueType", other: "CursorValueType") -> bool:
-        pass
-
-    @abstractmethod
-    def __ge__(self: "CursorValueType", other: "CursorValueType") -> bool:
-        pass
-
-    @abstractmethod
-    def __add__(self: "CursorValueType", other: GapType) -> "CursorValueType":
-        pass
-
-    @abstractmethod
-    def __sub__(self: "CursorValueType", other: GapType) -> "CursorValueType":
-        pass
-
-
 class CursorField:
     def __init__(self, cursor_field_key: str) -> None:
         self.cursor_field_key = cursor_field_key
@@ -172,6 +143,7 @@ def __init__(
         lookback_window: Optional[GapType] = None,
         slice_range: Optional[GapType] = None,
         cursor_granularity: Optional[GapType] = None,
+        clamping_strategy: ClampingStrategy = NoClamping(),
     ) -> None:
         self._stream_name = stream_name
         self._stream_namespace = stream_namespace
@@ -193,10 +165,13 @@ def __init__(
         self._cursor_granularity = cursor_granularity
         # Flag to track if the logger has been triggered (per stream)
         self._should_be_synced_logger_triggered = False
+        self._clamping_strategy = clamping_strategy
 
     @property
     def state(self) -> MutableMapping[str, Any]:
-        return self._concurrent_state
+        return self._connector_state_converter.convert_to_state_message(
+            self.cursor_field, self._concurrent_state
+        )
 
     @property
     def cursor_field(self) -> CursorField:
@@ -241,10 +216,10 @@ def _extract_cursor_value(self, record: Record) -> Any:
         return self._connector_state_converter.parse_value(self._cursor_field.extract_value(record))
 
     def close_partition(self, partition: Partition) -> None:
-        slice_count_before = len(self.state.get("slices", []))
+        slice_count_before = len(self._concurrent_state.get("slices", []))
         self._add_slice_to_state(partition)
         if slice_count_before < len(
-            self.state["slices"]
+            self._concurrent_state["slices"]
         ):  # only emit if at least one slice has been processed
             self._merge_partitions()
             self._emit_state_message()
@@ -256,11 +231,11 @@ def _add_slice_to_state(self, partition: Partition) -> None:
         )
 
         if self._slice_boundary_fields:
-            if "slices" not in self.state:
+            if "slices" not in self._concurrent_state:
                 raise RuntimeError(
                     f"The state for stream {self._stream_name} should have at least one slice to delineate the sync start time, but no slices are present. This is unexpected. Please contact Support."
                 )
-            self.state["slices"].append(
+            self._concurrent_state["slices"].append(
                 {
                     self._connector_state_converter.START_KEY: self._extract_from_slice(
                         partition, self._slice_boundary_fields[self._START_BOUNDARY]
@@ -288,7 +263,7 @@ def _add_slice_to_state(self, partition: Partition) -> None:
                     "expected. Please contact the Airbyte team."
                 )
 
-            self.state["slices"].append(
+            self._concurrent_state["slices"].append(
                 {
                     self._connector_state_converter.START_KEY: self.start,
                     self._connector_state_converter.END_KEY: most_recent_cursor_value,
@@ -300,9 +275,7 @@ def _emit_state_message(self) -> None:
         self._connector_state_manager.update_state_for_stream(
             self._stream_name,
             self._stream_namespace,
-            self._connector_state_converter.convert_to_state_message(
-                self._cursor_field, self.state
-            ),
+            self.state,
         )
         state_message = self._connector_state_manager.create_state_message(
             self._stream_name, self._stream_namespace
@@ -310,7 +283,9 @@ def _emit_state_message(self) -> None:
         self._message_repository.emit_message(state_message)
 
     def _merge_partitions(self) -> None:
-        self.state["slices"] = self._connector_state_converter.merge_intervals(self.state["slices"])
+        self._concurrent_state["slices"] = self._connector_state_converter.merge_intervals(
+            self._concurrent_state["slices"]
+        )
 
     def _extract_from_slice(self, partition: Partition, key: str) -> CursorValueType:
         try:
@@ -347,36 +322,42 @@ def stream_slices(self) -> Iterable[StreamSlice]:
         if self._start is not None and self._is_start_before_first_slice():
             yield from self._split_per_slice_range(
                 self._start,
-                self.state["slices"][0][self._connector_state_converter.START_KEY],
+                self._concurrent_state["slices"][0][self._connector_state_converter.START_KEY],
                 False,
             )
 
-        if len(self.state["slices"]) == 1:
+        if len(self._concurrent_state["slices"]) == 1:
             yield from self._split_per_slice_range(
                 self._calculate_lower_boundary_of_last_slice(
-                    self.state["slices"][0][self._connector_state_converter.END_KEY]
+                    self._concurrent_state["slices"][0][self._connector_state_converter.END_KEY]
                 ),
                 self._end_provider(),
                 True,
             )
-        elif len(self.state["slices"]) > 1:
-            for i in range(len(self.state["slices"]) - 1):
+        elif len(self._concurrent_state["slices"]) > 1:
+            for i in range(len(self._concurrent_state["slices"]) - 1):
                 if self._cursor_granularity:
                     yield from self._split_per_slice_range(
-                        self.state["slices"][i][self._connector_state_converter.END_KEY]
+                        self._concurrent_state["slices"][i][self._connector_state_converter.END_KEY]
                         + self._cursor_granularity,
-                        self.state["slices"][i + 1][self._connector_state_converter.START_KEY],
+                        self._concurrent_state["slices"][i + 1][
+                            self._connector_state_converter.START_KEY
+                        ],
                         False,
                     )
                 else:
                     yield from self._split_per_slice_range(
-                        self.state["slices"][i][self._connector_state_converter.END_KEY],
-                        self.state["slices"][i + 1][self._connector_state_converter.START_KEY],
+                        self._concurrent_state["slices"][i][
+                            self._connector_state_converter.END_KEY
+                        ],
+                        self._concurrent_state["slices"][i + 1][
+                            self._connector_state_converter.START_KEY
+                        ],
                         False,
                     )
             yield from self._split_per_slice_range(
                 self._calculate_lower_boundary_of_last_slice(
-                    self.state["slices"][-1][self._connector_state_converter.END_KEY]
+                    self._concurrent_state["slices"][-1][self._connector_state_converter.END_KEY]
                 ),
                 self._end_provider(),
                 True,
@@ -387,7 +368,8 @@ def stream_slices(self) -> Iterable[StreamSlice]:
     def _is_start_before_first_slice(self) -> bool:
         return (
             self._start is not None
-            and self._start < self.state["slices"][0][self._connector_state_converter.START_KEY]
+            and self._start
+            < self._concurrent_state["slices"][0][self._connector_state_converter.START_KEY]
         )
 
     def _calculate_lower_boundary_of_last_slice(
@@ -408,10 +390,12 @@ def _split_per_slice_range(
 
         lower = max(lower, self._start) if self._start else lower
         if not self._slice_range or self._evaluate_upper_safely(lower, self._slice_range) >= upper:
+            clamped_lower = self._clamping_strategy.clamp(lower)
+            clamped_upper = self._clamping_strategy.clamp(upper)
             start_value, end_value = (
-                (lower, upper - self._cursor_granularity)
+                (clamped_lower, clamped_upper - self._cursor_granularity)
                 if self._cursor_granularity and not upper_is_end
-                else (lower, upper)
+                else (clamped_lower, clamped_upper)
             )
             yield StreamSlice(
                 partition={},
@@ -433,11 +417,21 @@ def _split_per_slice_range(
                 )
                 has_reached_upper_boundary = current_upper_boundary >= upper
 
+                clamped_upper = (
+                    self._clamping_strategy.clamp(current_upper_boundary)
+                    if current_upper_boundary != upper
+                    else current_upper_boundary
+                )
+                clamped_lower = self._clamping_strategy.clamp(current_lower_boundary)
+                if clamped_lower >= clamped_upper:
+                    # clamping collapsed both values which means that it is time to stop processing
+                    # FIXME should this be replace by proper end_provider
+                    break
                 start_value, end_value = (
-                    (current_lower_boundary, current_upper_boundary - self._cursor_granularity)
+                    (clamped_lower, clamped_upper - self._cursor_granularity)
                     if self._cursor_granularity
                     and (not upper_is_end or not has_reached_upper_boundary)
-                    else (current_lower_boundary, current_upper_boundary)
+                    else (clamped_lower, clamped_upper)
                 )
                 yield StreamSlice(
                     partition={},
@@ -450,7 +444,7 @@ def _split_per_slice_range(
                         ]: self._connector_state_converter.output_format(end_value),
                     },
                 )
-                current_lower_boundary = current_upper_boundary
+                current_lower_boundary = clamped_upper
                 if current_upper_boundary >= upper:
                     stop_processing = True
 
diff --git a/airbyte_cdk/sources/streams/concurrent/cursor_types.py b/airbyte_cdk/sources/streams/concurrent/cursor_types.py
new file mode 100644
index 000000000..4a4dbe63c
--- /dev/null
+++ b/airbyte_cdk/sources/streams/concurrent/cursor_types.py
@@ -0,0 +1,32 @@
+from abc import abstractmethod
+from typing import Protocol
+
+
+class GapType(Protocol):
+    """
+    This is the representation of gaps between two cursor values. Examples:
+    * if cursor values are datetimes, GapType is timedelta
+    * if cursor values are integer, GapType will also be integer
+    """
+
+    pass
+
+
+class CursorValueType(Protocol):
+    """Protocol for annotating comparable types."""
+
+    @abstractmethod
+    def __lt__(self: "CursorValueType", other: "CursorValueType") -> bool:
+        pass
+
+    @abstractmethod
+    def __ge__(self: "CursorValueType", other: "CursorValueType") -> bool:
+        pass
+
+    @abstractmethod
+    def __add__(self: "CursorValueType", other: GapType) -> "CursorValueType":
+        pass
+
+    @abstractmethod
+    def __sub__(self: "CursorValueType", other: GapType) -> "CursorValueType":
+        pass
diff --git a/airbyte_cdk/sources/streams/http/requests_native_auth/oauth.py b/airbyte_cdk/sources/streams/http/requests_native_auth/oauth.py
index f244e6508..ef3637878 100644
--- a/airbyte_cdk/sources/streams/http/requests_native_auth/oauth.py
+++ b/airbyte_cdk/sources/streams/http/requests_native_auth/oauth.py
@@ -95,16 +95,16 @@ def get_access_token_name(self) -> str:
         return self._access_token_name
 
     def get_scopes(self) -> list[str]:
-        return self._scopes  # type: ignore [return-value]
+        return self._scopes  # type: ignore[return-value]
 
     def get_expires_in_name(self) -> str:
         return self._expires_in_name
 
     def get_refresh_request_body(self) -> Mapping[str, Any]:
-        return self._refresh_request_body  # type: ignore [return-value]
+        return self._refresh_request_body  # type: ignore[return-value]
 
     def get_refresh_request_headers(self) -> Mapping[str, Any]:
-        return self._refresh_request_headers  # type: ignore [return-value]
+        return self._refresh_request_headers  # type: ignore[return-value]
 
     def get_grant_type_name(self) -> str:
         return self._grant_type_name
@@ -128,11 +128,11 @@ def token_expiry_date_format(self) -> Optional[str]:
 
     @property
     def access_token(self) -> str:
-        return self._access_token  # type: ignore [return-value]
+        return self._access_token  # type: ignore[return-value]
 
     @access_token.setter
     def access_token(self, value: str) -> None:
-        self._access_token = value  # type: ignore [assignment]  # Incorrect type for assignment
+        self._access_token = value  # type: ignore[assignment]  # Incorrect type for assignment
 
 
 class SingleUseRefreshTokenOauth2Authenticator(Oauth2Authenticator):
@@ -192,15 +192,15 @@ def __init__(
             message_repository (MessageRepository): the message repository used to emit logs on HTTP requests and control message on config update
         """
         self._client_id = (
-            client_id  # type: ignore [assignment]  # Incorrect type for assignment
+            client_id  # type: ignore[assignment]  # Incorrect type for assignment
             if client_id is not None
-            else dpath.get(connector_config, ("credentials", "client_id"))  # type: ignore [arg-type]
+            else dpath.get(connector_config, ("credentials", "client_id"))  # type: ignore[arg-type]
         )
         self._client_secret = (
-            client_secret  # type: ignore [assignment]  # Incorrect type for assignment
+            client_secret  # type: ignore[assignment]  # Incorrect type for assignment
             if client_secret is not None
             else dpath.get(
-                connector_config,  # type: ignore [arg-type]
+                connector_config,  # type: ignore[arg-type]
                 ("credentials", "client_secret"),
             )
         )
@@ -248,8 +248,8 @@ def get_client_secret(self) -> str:
 
     @property
     def access_token(self) -> str:
-        return dpath.get(  # type: ignore [return-value]
-            self._connector_config,  # type: ignore [arg-type]
+        return dpath.get(  # type: ignore[return-value]
+            self._connector_config,  # type: ignore[arg-type]
             self._access_token_config_path,
             default="",
         )
@@ -257,39 +257,39 @@ def access_token(self) -> str:
     @access_token.setter
     def access_token(self, new_access_token: str) -> None:
         dpath.new(
-            self._connector_config,  # type: ignore [arg-type]
+            self._connector_config,  # type: ignore[arg-type]
             self._access_token_config_path,
             new_access_token,
         )
 
     def get_refresh_token(self) -> str:
-        return dpath.get(  # type: ignore [return-value]
-            self._connector_config,  # type: ignore [arg-type]
+        return dpath.get(  # type: ignore[return-value]
+            self._connector_config,  # type: ignore[arg-type]
             self._refresh_token_config_path,
             default="",
         )
 
     def set_refresh_token(self, new_refresh_token: str) -> None:
         dpath.new(
-            self._connector_config,  # type: ignore [arg-type]
+            self._connector_config,  # type: ignore[arg-type]
             self._refresh_token_config_path,
             new_refresh_token,
         )
 
     def get_token_expiry_date(self) -> pendulum.DateTime:
         expiry_date = dpath.get(
-            self._connector_config,  # type: ignore [arg-type]
+            self._connector_config,  # type: ignore[arg-type]
             self._token_expiry_date_config_path,
             default="",
         )
-        return pendulum.now().subtract(days=1) if expiry_date == "" else pendulum.parse(expiry_date)  # type: ignore [arg-type, return-value, no-untyped-call]
+        return pendulum.now().subtract(days=1) if expiry_date == "" else pendulum.parse(expiry_date)  # type: ignore[arg-type, return-value, no-untyped-call]
 
     def set_token_expiry_date(  # type: ignore[override]
         self,
         new_token_expiry_date: pendulum.DateTime,
     ) -> None:
         dpath.new(
-            self._connector_config,  # type: ignore [arg-type]
+            self._connector_config,  # type: ignore[arg-type]
             self._token_expiry_date_config_path,
             str(new_token_expiry_date),
         )
@@ -329,10 +329,10 @@ def get_access_token(self) -> str:
             #  message directly in the console, this is needed
             if not isinstance(self._message_repository, NoopMessageRepository):
                 self._message_repository.emit_message(
-                    create_connector_config_control_message(self._connector_config)  # type: ignore [arg-type]
+                    create_connector_config_control_message(self._connector_config)  # type: ignore[arg-type]
                 )
             else:
-                emit_configuration_as_airbyte_control_message(self._connector_config)  # type: ignore [arg-type]
+                emit_configuration_as_airbyte_control_message(self._connector_config)  # type: ignore[arg-type]
         return self.access_token
 
     def refresh_access_token(  # type: ignore[override]  # Signature doesn't match base class
diff --git a/airbyte_cdk/sources/types.py b/airbyte_cdk/sources/types.py
index 3c466ccd8..d4db76f87 100644
--- a/airbyte_cdk/sources/types.py
+++ b/airbyte_cdk/sources/types.py
@@ -6,7 +6,7 @@
 
 from typing import Any, ItemsView, Iterator, KeysView, List, Mapping, Optional, ValuesView
 
-import orjson
+from airbyte_cdk.utils.slice_hasher import SliceHasher
 
 # A FieldPointer designates a path to a field inside a mapping. For example, retrieving ["k1", "k1.2"] in the object {"k1" :{"k1.2":
 # "hello"}] returns "hello"
@@ -151,7 +151,9 @@ def __json_serializable__(self) -> Any:
         return self._stream_slice
 
     def __hash__(self) -> int:
-        return hash(orjson.dumps(self._stream_slice, option=orjson.OPT_SORT_KEYS))
+        return SliceHasher.hash(
+            stream_slice=self._stream_slice
+        )  # no need to provide stream_name here as this is used for slicing the cursor
 
     def __bool__(self) -> bool:
         return bool(self._stream_slice) or bool(self._extra_fields)
diff --git a/airbyte_cdk/test/utils/manifest_only_fixtures.py b/airbyte_cdk/test/utils/manifest_only_fixtures.py
index 47620e7c1..28015d05b 100644
--- a/airbyte_cdk/test/utils/manifest_only_fixtures.py
+++ b/airbyte_cdk/test/utils/manifest_only_fixtures.py
@@ -4,7 +4,6 @@
 import importlib.util
 from pathlib import Path
 from types import ModuleType
-from typing import Optional
 
 import pytest
 
@@ -30,7 +29,7 @@ def connector_dir(request: pytest.FixtureRequest) -> Path:
 
 
 @pytest.fixture(scope="session")
-def components_module(connector_dir: Path) -> Optional[ModuleType]:
+def components_module(connector_dir: Path) -> ModuleType | None:
     """Load and return the components module from the connector directory.
 
     This assumes the components module is located at <connector_dir>/components.py.
diff --git a/airbyte_cdk/utils/slice_hasher.py b/airbyte_cdk/utils/slice_hasher.py
index 7f46dd768..25950a934 100644
--- a/airbyte_cdk/utils/slice_hasher.py
+++ b/airbyte_cdk/utils/slice_hasher.py
@@ -16,7 +16,14 @@ class SliceHasher:
     _ENCODING: Final = "utf-8"
 
     @classmethod
-    def hash(cls, stream_name: str, stream_slice: Optional[Mapping[str, Any]] = None) -> int:
+    def hash(
+        cls,
+        stream_name: str = "<stream name not provided>",
+        stream_slice: Optional[Mapping[str, Any]] = None,
+    ) -> int:
+        """
+        Note that streams partition with the same slicing value but with different names might collapse if stream name is not provided
+        """
         if stream_slice:
             try:
                 s = json.dumps(stream_slice, sort_keys=True, cls=SliceEncoder)
diff --git a/docs/CONTRIBUTING.md b/docs/CONTRIBUTING.md
index 5e7872cdb..11d7524d2 100644
--- a/docs/CONTRIBUTING.md
+++ b/docs/CONTRIBUTING.md
@@ -14,7 +14,7 @@ Thank you for being interested in contributing to Airbyte Python CDK! Here are s
 Here are some tips to get started using the project dependencies and development tools:
 
 1. Clone the CDK repo. If you will be testing connectors, you should clone the CDK into the same parent directory as `airbytehq/airbyte`, which contains the connector definitions.
-2. Make sure your Python version is 3.10 or 3.11
+2. Make sure your Python version is 3.11
 
 Fedora 41:
 
@@ -30,18 +30,10 @@ Fedora 41:
 sudo dnf install pip
 ```
 
-3. [Install pipx](https://pipx.pypa.io/stable/installation/)
-
-Fedora 41:
-
-```bash
-sudo dnf install pipx
-```
-
-4. [Install Poetry](https://python-poetry.org/docs/#):
+3. [Install Poetry](https://python-poetry.org/docs/#):
 
 ```bash
-pipx install poetry
+pip install poetry
 ```
 
 or
@@ -55,13 +47,28 @@ Fedora 41:
 sudo dnf install poetry
 ```
 
-5. In the **airbyte-python-cdk project** install [Poe the Poet](https://poethepoet.natn.io/) and unit tests' prerequisites:
+4 Use the Python 3.11 environment:
+
+```bash
+poetry env info
+# validate 3.11 is active
+
+# otherwise:
+poetry env list
+
+# Use the proper version:
+poetry env use /usr/bin/python3.11
+poetry env info
+# validate 3.11 referred
+```
+
+5 In the **airbyte-python-cdk project** install [Poe the Poet](https://poethepoet.natn.io/) and unit tests' prerequisites:
 
 ```bash
 poetry install --all-extras
 ```
 
-6. If your operating system is RHEL or compatible, execute:
+6 If your operating system is RHEL or compatible, execute:
 
 ```bash
 # just for the current session, until restart
@@ -95,11 +102,12 @@ the value of the **dockerImageTag** parameter.
 - Iterate on the CDK code locally.
 
 ### Run Unit Tests
+To see all available `ruff` options, run `poetry run ruff`.
 
 - `poetry run pytest` to run all unit tests.
 - `poetry run pytest -k <suite or test name>` to run specific unit tests.
 - `poetry run pytest-fast` to run the subset of PyTest tests, which are not flagged as `slow`. (It should take <5 min for fast tests only.)
-- `python -m pytest -s unit_tests` if you want to pass pytest options.
+- `poetry run pytest -s unit_tests` if you want to pass pytest options.
 
 ### Run Code Formatting
 
@@ -263,6 +271,7 @@ Note that the local CDK is injected at build time, so if you make changes, you m
 The Airbyte CDK defines common development tasks using [Poe the Poet](https://poethepoet.natn.io/). You can run `poetry run poe list` to see all available tasks. This will work after `poetry install --all-extras` without additional installations.
 
 Optionally, if you can [pre-install Poe](https://poethepoet.natn.io/installation.html) with `pipx install poethepoet` and then you will be able to run Poe tasks with the shorter `poe TASKNAME` syntax instead of `poetry run poe TASKNAME`.
+The Ruff configuration is stored in `ruff.toml` at the root of the repository. This file contains settings for line length, target Python version, and linting rules.
 
 ## Auto-Generating the Declarative Schema File
 
diff --git a/mypy.ini b/mypy.ini
index f51c0846f..484661273 100644
--- a/mypy.ini
+++ b/mypy.ini
@@ -12,6 +12,7 @@ disallow_untyped_calls = True
 disallow_incomplete_defs = True
 disallow_untyped_defs = True
 warn_return_any = True
+exclude = unit_tests/
 
 # Only alert on the files we want to check
 follow_imports = silent
diff --git a/poetry.lock b/poetry.lock
index d235d34f3..3f5f8c634 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,10 +1,9 @@
-# This file is automatically @generated by Poetry 1.4.0 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.5 and should not be changed by hand.
 
 [[package]]
 name = "aiohappyeyeballs"
 version = "2.4.4"
 description = "Happy Eyeballs for asyncio"
-category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -16,7 +15,6 @@ files = [
 name = "aiohttp"
 version = "3.11.11"
 description = "Async http client/server framework (asyncio)"
-category = "main"
 optional = true
 python-versions = ">=3.9"
 files = [
@@ -115,7 +113,6 @@ speedups = ["Brotli", "aiodns (>=3.2.0)", "brotlicffi"]
 name = "aiosignal"
 version = "1.3.2"
 description = "aiosignal: a list of registered asynchronous callbacks"
-category = "main"
 optional = true
 python-versions = ">=3.9"
 files = [
@@ -130,7 +127,6 @@ frozenlist = ">=1.1.0"
 name = "airbyte-protocol-models-dataclasses"
 version = "0.14.1"
 description = "Declares the Airbyte Protocol using Python Dataclasses. Dataclasses in Python have less performance overhead compared to Pydantic models, making them a more efficient choice for scenarios where speed and memory usage are critical"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -142,7 +138,6 @@ files = [
 name = "annotated-types"
 version = "0.7.0"
 description = "Reusable constraint types to use with typing.Annotated"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -152,14 +147,13 @@ files = [
 
 [[package]]
 name = "anyio"
-version = "4.7.0"
+version = "4.8.0"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
-category = "main"
 optional = true
 python-versions = ">=3.9"
 files = [
-    {file = "anyio-4.7.0-py3-none-any.whl", hash = "sha256:ea60c3723ab42ba6fff7e8ccb0488c898ec538ff4df1f1d5e642c3601d07e352"},
-    {file = "anyio-4.7.0.tar.gz", hash = "sha256:2f834749c602966b7d456a7567cafcb309f96482b5081d14ac93ccd457f9dd48"},
+    {file = "anyio-4.8.0-py3-none-any.whl", hash = "sha256:b5011f270ab5eb0abf13385f851315585cc37ef330dd88e27ec3d34d651fd47a"},
+    {file = "anyio-4.8.0.tar.gz", hash = "sha256:1d9fe889df5212298c0c0723fa20479d1b94883a2df44bd3897aa91083316f7a"},
 ]
 
 [package.dependencies]
@@ -170,14 +164,13 @@ typing_extensions = {version = ">=4.5", markers = "python_version < \"3.13\""}
 
 [package.extras]
 doc = ["Sphinx (>=7.4,<8.0)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx_rtd_theme"]
-test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "truststore (>=0.9.1)", "uvloop (>=0.21)"]
+test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "trustme", "truststore (>=0.9.1)", "uvloop (>=0.21)"]
 trio = ["trio (>=0.26.1)"]
 
 [[package]]
 name = "async-timeout"
 version = "4.0.3"
 description = "Timeout context manager for asyncio programs"
-category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
@@ -189,7 +182,6 @@ files = [
 name = "asyncio"
 version = "3.4.3"
 description = "reference implementation of PEP 3156"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -203,7 +195,6 @@ files = [
 name = "attributes-doc"
 version = "0.4.0"
 description = "PEP 224 implementation"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -215,7 +206,6 @@ files = [
 name = "attrs"
 version = "24.3.0"
 description = "Classes Without Boilerplate"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -233,13 +223,13 @@ tests-mypy = ["mypy (>=1.11.1)", "pytest-mypy-plugins"]
 
 [[package]]
 name = "avro"
-version = "1.11.3"
+version = "1.12.0"
 description = "Avro is a serialization and RPC framework."
-category = "main"
 optional = true
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 files = [
-    {file = "avro-1.11.3.tar.gz", hash = "sha256:3393bb5139f9cf0791d205756ce1e39a5b58586af5b153d6a3b5a199610e9d17"},
+    {file = "avro-1.12.0-py2.py3-none-any.whl", hash = "sha256:9a255c72e1837341dd4f6ff57b2b6f68c0f0cecdef62dd04962e10fd33bec05b"},
+    {file = "avro-1.12.0.tar.gz", hash = "sha256:cad9c53b23ceed699c7af6bddced42e2c572fd6b408c257a7d4fc4e8cf2e2d6b"},
 ]
 
 [package.extras]
@@ -250,7 +240,6 @@ zstandard = ["zstandard"]
 name = "backoff"
 version = "2.2.1"
 description = "Function decoration for backoff and retry"
-category = "main"
 optional = false
 python-versions = ">=3.7,<4.0"
 files = [
@@ -262,7 +251,6 @@ files = [
 name = "beautifulsoup4"
 version = "4.12.3"
 description = "Screen-scraping library"
-category = "main"
 optional = true
 python-versions = ">=3.6.0"
 files = [
@@ -284,7 +272,6 @@ lxml = ["lxml"]
 name = "bracex"
 version = "2.5.post1"
 description = "Bash style brace expander."
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -294,21 +281,19 @@ files = [
 
 [[package]]
 name = "cachetools"
-version = "5.5.0"
+version = "5.5.1"
 description = "Extensible memoizing collections and decorators"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "cachetools-5.5.0-py3-none-any.whl", hash = "sha256:02134e8439cdc2ffb62023ce1debca2944c3f289d66bb17ead3ab3dede74b292"},
-    {file = "cachetools-5.5.0.tar.gz", hash = "sha256:2cc24fb4cbe39633fb7badd9db9ca6295d766d9c2995f245725a46715d050f2a"},
+    {file = "cachetools-5.5.1-py3-none-any.whl", hash = "sha256:b76651fdc3b24ead3c648bbdeeb940c1b04d365b38b4af66788f9ec4a81d42bb"},
+    {file = "cachetools-5.5.1.tar.gz", hash = "sha256:70f238fbba50383ef62e55c6aff6d9673175fe59f7c6782c7a0b9e38f4a9df95"},
 ]
 
 [[package]]
 name = "cattrs"
 version = "24.1.2"
 description = "Composable complex class support for attrs and dataclasses."
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -335,7 +320,6 @@ ujson = ["ujson (>=5.7.0)"]
 name = "certifi"
 version = "2024.12.14"
 description = "Python package for providing Mozilla's CA Bundle."
-category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -347,7 +331,6 @@ files = [
 name = "cffi"
 version = "1.17.1"
 description = "Foreign Function Interface for Python calling C code."
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -427,7 +410,6 @@ pycparser = "*"
 name = "chardet"
 version = "5.2.0"
 description = "Universal encoding detector for Python 3"
-category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
@@ -439,7 +421,6 @@ files = [
 name = "charset-normalizer"
 version = "3.4.1"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -541,7 +522,6 @@ files = [
 name = "click"
 version = "8.1.8"
 description = "Composable command line interface toolkit"
-category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
@@ -556,7 +536,6 @@ colorama = {version = "*", markers = "platform_system == \"Windows\""}
 name = "cohere"
 version = "4.21"
 description = ""
-category = "main"
 optional = true
 python-versions = ">=3.7,<4.0"
 files = [
@@ -576,7 +555,6 @@ urllib3 = ">=1.26,<3"
 name = "colorama"
 version = "0.4.6"
 description = "Cross-platform colored terminal text."
-category = "main"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
 files = [
@@ -588,7 +566,6 @@ files = [
 name = "contourpy"
 version = "1.3.1"
 description = "Python library for calculating contours of 2D quadrilateral grids"
-category = "main"
 optional = true
 python-versions = ">=3.10"
 files = [
@@ -662,7 +639,6 @@ test-no-images = ["pytest", "pytest-cov", "pytest-rerunfailures", "pytest-xdist"
 name = "coverage"
 version = "7.6.10"
 description = "Code coverage measurement for Python"
-category = "dev"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -740,7 +716,6 @@ toml = ["tomli"]
 name = "cramjam"
 version = "2.9.1"
 description = "Thin Python bindings to de/compression algorithms in Rust"
-category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -843,7 +818,6 @@ dev = ["black (==22.3.0)", "hypothesis", "numpy", "pytest (>=5.30)", "pytest-ben
 name = "cryptography"
 version = "43.0.3"
 description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -893,7 +867,6 @@ test-randomorder = ["pytest-randomly"]
 name = "cycler"
 version = "0.12.1"
 description = "Composable style cycles"
-category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -909,7 +882,6 @@ tests = ["pytest", "pytest-cov", "pytest-xdist"]
 name = "dataclasses-json"
 version = "0.6.7"
 description = "Easily serialize dataclasses to and from JSON."
-category = "main"
 optional = true
 python-versions = "<4.0,>=3.7"
 files = [
@@ -925,7 +897,6 @@ typing-inspect = ">=0.4.0,<1"
 name = "dpath"
 version = "2.2.0"
 description = "Filesystem-like pathing and searching for dictionaries"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -937,7 +908,6 @@ files = [
 name = "dunamai"
 version = "1.23.0"
 description = "Dynamic version generation"
-category = "main"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -950,14 +920,13 @@ packaging = ">=20.9"
 
 [[package]]
 name = "emoji"
-version = "2.14.0"
+version = "2.14.1"
 description = "Emoji for Python"
-category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
-    {file = "emoji-2.14.0-py3-none-any.whl", hash = "sha256:fcc936bf374b1aec67dda5303ae99710ba88cc9cdce2d1a71c5f2204e6d78799"},
-    {file = "emoji-2.14.0.tar.gz", hash = "sha256:f68ac28915a2221667cddb3e6c589303c3c6954c6c5af6fefaec7f9bdf72fdca"},
+    {file = "emoji-2.14.1-py3-none-any.whl", hash = "sha256:35a8a486c1460addb1499e3bf7929d3889b2e2841a57401903699fef595e942b"},
+    {file = "emoji-2.14.1.tar.gz", hash = "sha256:f8c50043d79a2c1410ebfae833ae1868d5941a67a6cd4d18377e2eb0bd79346b"},
 ]
 
 [package.extras]
@@ -967,7 +936,6 @@ dev = ["coverage", "pytest (>=7.4.4)"]
 name = "et-xmlfile"
 version = "2.0.0"
 description = "An implementation of lxml.xmlfile for the standard library"
-category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -979,7 +947,6 @@ files = [
 name = "exceptiongroup"
 version = "1.2.2"
 description = "Backport of PEP 654 (exception groups)"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -994,7 +961,6 @@ test = ["pytest (>=6)"]
 name = "fastavro"
 version = "1.8.2"
 description = "Fast read/write of AVRO files"
-category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -1035,7 +1001,6 @@ zstandard = ["zstandard"]
 name = "filetype"
 version = "1.2.0"
 description = "Infer file type and MIME type of any file/buffer. No external dependencies."
-category = "main"
 optional = true
 python-versions = "*"
 files = [
@@ -1047,7 +1012,6 @@ files = [
 name = "flake8"
 version = "6.1.0"
 description = "the modular source code checker: pep8 pyflakes and co"
-category = "dev"
 optional = false
 python-versions = ">=3.8.1"
 files = [
@@ -1062,62 +1026,61 @@ pyflakes = ">=3.1.0,<3.2.0"
 
 [[package]]
 name = "fonttools"
-version = "4.55.3"
+version = "4.55.4"
 description = "Tools to manipulate font files"
-category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
-    {file = "fonttools-4.55.3-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:1dcc07934a2165ccdc3a5a608db56fb3c24b609658a5b340aee4ecf3ba679dc0"},
-    {file = "fonttools-4.55.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:f7d66c15ba875432a2d2fb419523f5d3d347f91f48f57b8b08a2dfc3c39b8a3f"},
-    {file = "fonttools-4.55.3-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:27e4ae3592e62eba83cd2c4ccd9462dcfa603ff78e09110680a5444c6925d841"},
-    {file = "fonttools-4.55.3-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:62d65a3022c35e404d19ca14f291c89cc5890032ff04f6c17af0bd1927299674"},
-    {file = "fonttools-4.55.3-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:d342e88764fb201286d185093781bf6628bbe380a913c24adf772d901baa8276"},
-    {file = "fonttools-4.55.3-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:dd68c87a2bfe37c5b33bcda0fba39b65a353876d3b9006fde3adae31f97b3ef5"},
-    {file = "fonttools-4.55.3-cp310-cp310-win32.whl", hash = "sha256:1bc7ad24ff98846282eef1cbeac05d013c2154f977a79886bb943015d2b1b261"},
-    {file = "fonttools-4.55.3-cp310-cp310-win_amd64.whl", hash = "sha256:b54baf65c52952db65df39fcd4820668d0ef4766c0ccdf32879b77f7c804d5c5"},
-    {file = "fonttools-4.55.3-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:8c4491699bad88efe95772543cd49870cf756b019ad56294f6498982408ab03e"},
-    {file = "fonttools-4.55.3-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:5323a22eabddf4b24f66d26894f1229261021dacd9d29e89f7872dd8c63f0b8b"},
-    {file = "fonttools-4.55.3-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:5480673f599ad410695ca2ddef2dfefe9df779a9a5cda89503881e503c9c7d90"},
-    {file = "fonttools-4.55.3-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:da9da6d65cd7aa6b0f806556f4985bcbf603bf0c5c590e61b43aa3e5a0f822d0"},
-    {file = "fonttools-4.55.3-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:e894b5bd60d9f473bed7a8f506515549cc194de08064d829464088d23097331b"},
-    {file = "fonttools-4.55.3-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:aee3b57643827e237ff6ec6d28d9ff9766bd8b21e08cd13bff479e13d4b14765"},
-    {file = "fonttools-4.55.3-cp311-cp311-win32.whl", hash = "sha256:eb6ca911c4c17eb51853143624d8dc87cdcdf12a711fc38bf5bd21521e79715f"},
-    {file = "fonttools-4.55.3-cp311-cp311-win_amd64.whl", hash = "sha256:6314bf82c54c53c71805318fcf6786d986461622dd926d92a465199ff54b1b72"},
-    {file = "fonttools-4.55.3-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:f9e736f60f4911061235603a6119e72053073a12c6d7904011df2d8fad2c0e35"},
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 ]
 
 [package.extras]
@@ -1138,7 +1101,6 @@ woff = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "zopfli (>=0.1.4)"]
 name = "freezegun"
 version = "1.5.1"
 description = "Let your Python tests travel through time"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1153,7 +1115,6 @@ python-dateutil = ">=2.7"
 name = "frozenlist"
 version = "1.5.0"
 description = "A list-like structure which implements collections.abc.MutableSequence"
-category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -1255,7 +1216,6 @@ files = [
 name = "genson"
 version = "1.3.0"
 description = "GenSON is a powerful, user-friendly JSON Schema generator."
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -1267,7 +1227,6 @@ files = [
 name = "greenlet"
 version = "3.1.1"
 description = "Lightweight in-process concurrent programming"
-category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
@@ -1354,7 +1313,6 @@ test = ["objgraph", "psutil"]
 name = "h11"
 version = "0.14.0"
 description = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1"
-category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
@@ -1366,7 +1324,6 @@ files = [
 name = "httpcore"
 version = "1.0.7"
 description = "A minimal low-level HTTP client."
-category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -1381,14 +1338,13 @@ h11 = ">=0.13,<0.15"
 [package.extras]
 asyncio = ["anyio (>=4.0,<5.0)"]
 http2 = ["h2 (>=3,<5)"]
-socks = ["socksio (>=1.0.0,<2.0.0)"]
+socks = ["socksio (==1.*)"]
 trio = ["trio (>=0.22.0,<1.0)"]
 
 [[package]]
 name = "httpx"
 version = "0.28.1"
 description = "The next generation HTTP client."
-category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -1399,21 +1355,20 @@ files = [
 [package.dependencies]
 anyio = "*"
 certifi = "*"
-httpcore = ">=1.0.0,<2.0.0"
+httpcore = "==1.*"
 idna = "*"
 
 [package.extras]
 brotli = ["brotli", "brotlicffi"]
-cli = ["click (>=8.0.0,<9.0.0)", "pygments (>=2.0.0,<3.0.0)", "rich (>=10,<14)"]
+cli = ["click (==8.*)", "pygments (==2.*)", "rich (>=10,<14)"]
 http2 = ["h2 (>=3,<5)"]
-socks = ["socksio (>=1.0.0,<2.0.0)"]
+socks = ["socksio (==1.*)"]
 zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "idna"
 version = "3.10"
 description = "Internationalized Domain Names in Applications (IDNA)"
-category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -1428,7 +1383,6 @@ all = ["flake8 (>=7.1.1)", "mypy (>=1.11.2)", "pytest (>=8.3.2)", "ruff (>=0.6.2
 name = "importlib-metadata"
 version = "6.11.0"
 description = "Read metadata from Python packages"
-category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -1448,7 +1402,6 @@ testing = ["flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pyfakefs
 name = "iniconfig"
 version = "2.0.0"
 description = "brain-dead simple config-ini parsing"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1460,7 +1413,6 @@ files = [
 name = "isodate"
 version = "0.6.1"
 description = "An ISO 8601 date/time/duration parser and formatter"
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -1475,7 +1427,6 @@ six = "*"
 name = "jinja2"
 version = "3.1.5"
 description = "A very fast and expressive template engine."
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1493,7 +1444,6 @@ i18n = ["Babel (>=2.7)"]
 name = "joblib"
 version = "1.4.2"
 description = "Lightweight pipelining with Python functions"
-category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -1505,7 +1455,6 @@ files = [
 name = "jsonpatch"
 version = "1.33"
 description = "Apply JSON-Patches (RFC 6902)"
-category = "main"
 optional = true
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, !=3.6.*"
 files = [
@@ -1520,7 +1469,6 @@ jsonpointer = ">=1.9"
 name = "jsonpointer"
 version = "3.0.0"
 description = "Identify specific nodes in a JSON document (RFC 6901)"
-category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
@@ -1532,7 +1480,6 @@ files = [
 name = "jsonref"
 version = "0.2"
 description = "An implementation of JSON Reference for Python"
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -1544,7 +1491,6 @@ files = [
 name = "jsonschema"
 version = "4.17.3"
 description = "An implementation of JSON Schema validation for Python"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1564,7 +1510,6 @@ format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-
 name = "kiwisolver"
 version = "1.4.8"
 description = "A fast implementation of the Cassowary constraint solver"
-category = "main"
 optional = true
 python-versions = ">=3.10"
 files = [
@@ -1654,7 +1599,6 @@ files = [
 name = "langchain"
 version = "0.1.16"
 description = "Building applications with LLMs through composability"
-category = "main"
 optional = true
 python-versions = "<4.0,>=3.8.1"
 files = [
@@ -1696,7 +1640,6 @@ text-helpers = ["chardet (>=5.1.0,<6.0.0)"]
 name = "langchain-community"
 version = "0.0.32"
 description = "Community contributed LangChain integrations."
-category = "main"
 optional = true
 python-versions = "<4.0,>=3.8.1"
 files = [
@@ -1723,7 +1666,6 @@ extended-testing = ["aiosqlite (>=0.19.0,<0.20.0)", "aleph-alpha-client (>=2.15.
 name = "langchain-core"
 version = "0.1.42"
 description = "Building applications with LLMs through composability"
-category = "main"
 optional = true
 python-versions = "<4.0,>=3.8.1"
 files = [
@@ -1746,7 +1688,6 @@ extended-testing = ["jinja2 (>=3,<4)"]
 name = "langchain-text-splitters"
 version = "0.0.2"
 description = "LangChain text splitting utilities"
-category = "main"
 optional = true
 python-versions = "<4.0,>=3.8.1"
 files = [
@@ -1764,7 +1705,6 @@ extended-testing = ["beautifulsoup4 (>=4.12.3,<5.0.0)", "lxml (>=4.9.3,<6.0)"]
 name = "langdetect"
 version = "1.0.9"
 description = "Language detection library ported from Google's language-detection."
-category = "main"
 optional = true
 python-versions = "*"
 files = [
@@ -1779,7 +1719,6 @@ six = "*"
 name = "langsmith"
 version = "0.1.147"
 description = "Client library to connect to the LangSmith LLM Tracing and Evaluation Platform."
-category = "main"
 optional = true
 python-versions = "<4.0,>=3.8.1"
 files = [
@@ -1804,7 +1743,6 @@ langsmith-pyo3 = ["langsmith-pyo3 (>=0.1.0rc2,<0.2.0)"]
 name = "linkify-it-py"
 version = "2.0.3"
 description = "Links recognition library with FULL unicode support."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1825,7 +1763,6 @@ test = ["coverage", "pytest", "pytest-cov"]
 name = "lxml"
 version = "5.3.0"
 description = "Powerful and Pythonic XML processing library combining libxml2/libxslt with the ElementTree API."
-category = "main"
 optional = true
 python-versions = ">=3.6"
 files = [
@@ -1980,7 +1917,6 @@ source = ["Cython (>=3.0.11)"]
 name = "markdown"
 version = "3.7"
 description = "Python implementation of John Gruber's Markdown."
-category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -1996,7 +1932,6 @@ testing = ["coverage", "pyyaml"]
 name = "markdown-it-py"
 version = "3.0.0"
 description = "Python port of markdown-it. Markdown parsing, done right!"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2023,7 +1958,6 @@ testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
 name = "markupsafe"
 version = "3.0.2"
 description = "Safely add untrusted strings to HTML/XML markup."
-category = "main"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -2092,14 +2026,13 @@ files = [
 
 [[package]]
 name = "marshmallow"
-version = "3.23.3"
+version = "3.25.1"
 description = "A lightweight library for converting complex datatypes to and from native Python datatypes."
-category = "main"
 optional = true
 python-versions = ">=3.9"
 files = [
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-    {file = "marshmallow-3.23.3.tar.gz", hash = "sha256:d586c8685ebdb80bf754e1f96e3f305aaf30951f1fc69175b977453633467e76"},
+    {file = "marshmallow-3.25.1-py3-none-any.whl", hash = "sha256:ec5d00d873ce473b7f2ffcb7104286a376c354cab0c2fa12f5573dab03e87210"},
+    {file = "marshmallow-3.25.1.tar.gz", hash = "sha256:f4debda3bb11153d81ac34b0d582bf23053055ee11e791b54b4b35493468040a"},
 ]
 
 [package.dependencies]
@@ -2107,14 +2040,13 @@ packaging = ">=17.0"
 
 [package.extras]
 dev = ["marshmallow[tests]", "pre-commit (>=3.5,<5.0)", "tox"]
-docs = ["alabaster (==1.0.0)", "autodocsumm (==0.2.14)", "sphinx (==8.1.3)", "sphinx-issues (==5.0.0)"]
+docs = ["autodocsumm (==0.2.14)", "furo (==2024.8.6)", "sphinx (==8.1.3)", "sphinx-copybutton (==0.5.2)", "sphinx-issues (==5.0.0)", "sphinxext-opengraph (==0.9.1)"]
 tests = ["pytest", "simplejson"]
 
 [[package]]
 name = "matplotlib"
 version = "3.10.0"
 description = "Python plotting package"
-category = "main"
 optional = true
 python-versions = ">=3.10"
 files = [
@@ -2172,7 +2104,6 @@ dev = ["meson-python (>=0.13.1,<0.17.0)", "pybind11 (>=2.13.2,!=2.13.3)", "setup
 name = "mccabe"
 version = "0.7.0"
 description = "McCabe checker, plugin for flake8"
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -2184,7 +2115,6 @@ files = [
 name = "mdit-py-plugins"
 version = "0.4.2"
 description = "Collection of plugins for markdown-it-py"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2204,7 +2134,6 @@ testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
 name = "mdurl"
 version = "0.1.2"
 description = "Markdown URL utilities"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2216,7 +2145,6 @@ files = [
 name = "memray"
 version = "1.15.0"
 description = "A memory profiler for Python applications"
-category = "dev"
 optional = false
 python-versions = ">=3.7.0"
 files = [
@@ -2281,7 +2209,6 @@ test = ["Cython", "greenlet", "ipython", "packaging", "pytest", "pytest-cov", "p
 name = "multidict"
 version = "6.1.0"
 description = "multidict implementation"
-category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -2386,7 +2313,6 @@ typing-extensions = {version = ">=4.1.0", markers = "python_version < \"3.11\""}
 name = "mypy"
 version = "1.14.1"
 description = "Optional static typing for Python"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2446,7 +2372,6 @@ reports = ["lxml"]
 name = "mypy-extensions"
 version = "1.0.0"
 description = "Type system extensions for programs checked with the mypy type checker."
-category = "main"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -2458,7 +2383,6 @@ files = [
 name = "nltk"
 version = "3.9.1"
 description = "Natural Language Toolkit"
-category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -2484,7 +2408,6 @@ twitter = ["twython"]
 name = "numpy"
 version = "1.26.4"
 description = "Fundamental package for array computing in Python"
-category = "main"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -2530,7 +2453,6 @@ files = [
 name = "openai"
 version = "0.27.9"
 description = "Python client library for the OpenAI API"
-category = "main"
 optional = true
 python-versions = ">=3.7.1"
 files = [
@@ -2554,7 +2476,7 @@ tqdm = "*"
 
 [package.extras]
 datalib = ["numpy", "openpyxl (>=3.0.7)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)"]
-dev = ["black (>=21.6b0,<22.0)", "pytest (>=6.0.0,<7.0.0)", "pytest-asyncio", "pytest-mock"]
+dev = ["black (>=21.6b0,<22.0)", "pytest (==6.*)", "pytest-asyncio", "pytest-mock"]
 embeddings = ["matplotlib", "numpy", "openpyxl (>=3.0.7)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)", "plotly", "scikit-learn (>=1.0.2)", "scipy", "tenacity (>=8.0.1)"]
 wandb = ["numpy", "openpyxl (>=3.0.7)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)", "wandb"]
 
@@ -2562,7 +2484,6 @@ wandb = ["numpy", "openpyxl (>=3.0.7)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1
 name = "openpyxl"
 version = "3.1.5"
 description = "A Python library to read/write Excel 2010 xlsx/xlsm files"
-category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -2575,94 +2496,96 @@ et-xmlfile = "*"
 
 [[package]]
 name = "orjson"
-version = "3.10.13"
+version = "3.10.15"
 description = "Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "orjson-3.10.15.tar.gz", hash = "sha256:05ca7fe452a2e9d8d9d706a2984c95b9c2ebc5db417ce0b7a49b91d50642a23e"},
 ]
 
 [[package]]
 name = "packaging"
 version = "23.2"
 description = "Core utilities for Python packages"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2674,7 +2597,6 @@ files = [
 name = "pandas"
 version = "2.2.2"
 description = "Powerful data structures for data analysis, time series, and statistics"
-category = "main"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -2748,7 +2670,6 @@ xml = ["lxml (>=4.9.2)"]
 name = "pandas-stubs"
 version = "2.2.3.241126"
 description = "Type annotations for pandas"
-category = "main"
 optional = true
 python-versions = ">=3.10"
 files = [
@@ -2764,7 +2685,6 @@ types-pytz = ">=2022.1.1"
 name = "pastel"
 version = "0.2.1"
 description = "Bring colors to your terminal."
-category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 files = [
@@ -2776,7 +2696,6 @@ files = [
 name = "pdf2image"
 version = "1.16.3"
 description = "A wrapper around the pdftoppm and pdftocairo command line tools to convert PDF to a PIL Image list."
-category = "main"
 optional = true
 python-versions = "*"
 files = [
@@ -2791,7 +2710,6 @@ pillow = "*"
 name = "pdfminer-six"
 version = "20221105"
 description = "PDF parser and analyzer"
-category = "main"
 optional = true
 python-versions = ">=3.6"
 files = [
@@ -2812,7 +2730,6 @@ image = ["Pillow"]
 name = "pdoc"
 version = "15.0.1"
 description = "API Documentation for Python Projects"
-category = "dev"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -2829,7 +2746,6 @@ pygments = ">=2.12.0"
 name = "pendulum"
 version = "2.1.2"
 description = "Python datetimes made easy"
-category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 files = [
@@ -2864,7 +2780,6 @@ pytzdata = ">=2020.1"
 name = "pillow"
 version = "11.1.0"
 description = "Python Imaging Library (Fork)"
-category = "main"
 optional = true
 python-versions = ">=3.9"
 files = [
@@ -2953,7 +2868,6 @@ xmp = ["defusedxml"]
 name = "platformdirs"
 version = "4.3.6"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2970,7 +2884,6 @@ type = ["mypy (>=1.11.2)"]
 name = "plotly"
 version = "5.24.1"
 description = "An open-source, interactive data visualization library for Python"
-category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -2986,7 +2899,6 @@ tenacity = ">=6.2.0"
 name = "pluggy"
 version = "1.5.0"
 description = "plugin and hook calling mechanisms for python"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3002,7 +2914,6 @@ testing = ["pytest", "pytest-benchmark"]
 name = "poethepoet"
 version = "0.24.4"
 description = "A task runner that works well with poetry."
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3021,7 +2932,6 @@ poetry-plugin = ["poetry (>=1.0,<2.0)"]
 name = "propcache"
 version = "0.2.1"
 description = "Accelerated property cache"
-category = "main"
 optional = true
 python-versions = ">=3.9"
 files = [
@@ -3113,7 +3023,6 @@ files = [
 name = "psutil"
 version = "6.1.0"
 description = "Cross-platform lib for process and system monitoring in Python."
-category = "main"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
 files = [
@@ -3144,7 +3053,6 @@ test = ["pytest", "pytest-xdist", "setuptools"]
 name = "pyarrow"
 version = "15.0.2"
 description = "Python library for Apache Arrow"
-category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -3193,7 +3101,6 @@ numpy = ">=1.16.6,<2"
 name = "pycodestyle"
 version = "2.11.1"
 description = "Python style guide checker"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3205,7 +3112,6 @@ files = [
 name = "pycparser"
 version = "2.22"
 description = "C parser in Python"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3215,14 +3121,13 @@ files = [
 
 [[package]]
 name = "pydantic"
-version = "2.10.4"
+version = "2.10.5"
 description = "Data validation using Python type hints"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "pydantic-2.10.4-py3-none-any.whl", hash = "sha256:597e135ea68be3a37552fb524bc7d0d66dcf93d395acd93a00682f1efcb8ee3d"},
-    {file = "pydantic-2.10.4.tar.gz", hash = "sha256:82f12e9723da6de4fe2ba888b5971157b3be7ad914267dea8f05f82b28254f06"},
+    {file = "pydantic-2.10.5-py3-none-any.whl", hash = "sha256:4dd4e322dbe55472cb7ca7e73f4b63574eecccf2835ffa2af9021ce113c83c53"},
+    {file = "pydantic-2.10.5.tar.gz", hash = "sha256:278b38dbbaec562011d659ee05f63346951b3a248a6f3642e1bc68894ea2b4ff"},
 ]
 
 [package.dependencies]
@@ -3238,7 +3143,6 @@ timezone = ["tzdata"]
 name = "pydantic-core"
 version = "2.27.2"
 description = "Core functionality for Pydantic validation and serialization"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3351,7 +3255,6 @@ typing-extensions = ">=4.6.0,<4.7.0 || >4.7.0"
 name = "pyflakes"
 version = "3.1.0"
 description = "passive checker of Python programs"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3361,14 +3264,13 @@ files = [
 
 [[package]]
 name = "pygments"
-version = "2.18.0"
+version = "2.19.1"
 description = "Pygments is a syntax highlighting package written in Python."
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "pygments-2.18.0-py3-none-any.whl", hash = "sha256:b8e6aca0523f3ab76fee51799c488e38782ac06eafcf95e7ba832985c8e7b13a"},
-    {file = "pygments-2.18.0.tar.gz", hash = "sha256:786ff802f32e91311bff3889f6e9a86e81505fe99f2735bb6d60ae0c5004f199"},
+    {file = "pygments-2.19.1-py3-none-any.whl", hash = "sha256:9ea1544ad55cecf4b8242fab6dd35a93bbce657034b0611ee383099054ab6d8c"},
+    {file = "pygments-2.19.1.tar.gz", hash = "sha256:61c16d2a8576dc0649d9f39e089b5f02bcd27fba10d8fb4dcc28173f7a45151f"},
 ]
 
 [package.extras]
@@ -3378,7 +3280,6 @@ windows-terminal = ["colorama (>=0.4.6)"]
 name = "pyjwt"
 version = "2.10.1"
 description = "JSON Web Token implementation in Python"
-category = "main"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -3396,7 +3297,6 @@ tests = ["coverage[toml] (==5.0.4)", "pytest (>=6.0.0,<7.0.0)"]
 name = "pympler"
 version = "1.1"
 description = "A development tool to measure, monitor and analyze the memory behavior of Python objects."
-category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -3411,7 +3311,6 @@ pywin32 = {version = ">=226", markers = "platform_system == \"Windows\""}
 name = "pyparsing"
 version = "3.2.1"
 description = "pyparsing module - Classes and methods to define and execute parsing grammars"
-category = "main"
 optional = true
 python-versions = ">=3.9"
 files = [
@@ -3426,7 +3325,6 @@ diagrams = ["jinja2", "railroad-diagrams"]
 name = "pyproject-flake8"
 version = "6.1.0"
 description = "pyproject-flake8 (`pflake8`), a monkey patching wrapper to connect flake8 with pyproject.toml configuration"
-category = "dev"
 optional = false
 python-versions = ">=3.8.1"
 files = [
@@ -3442,7 +3340,6 @@ tomli = {version = "*", markers = "python_version < \"3.11\""}
 name = "pyrate-limiter"
 version = "3.1.1"
 description = "Python Rate-Limiter using Leaky-Bucket Algorithm"
-category = "main"
 optional = false
 python-versions = ">=3.8,<4.0"
 files = [
@@ -3458,7 +3355,6 @@ docs = ["furo (>=2022.3.4,<2023.0.0)", "myst-parser (>=0.17)", "sphinx (>=4.3.0,
 name = "pyrsistent"
 version = "0.20.0"
 description = "Persistent/Functional/Immutable data structures"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3500,7 +3396,6 @@ files = [
 name = "pytesseract"
 version = "0.3.10"
 description = "Python-tesseract is a python wrapper for Google's Tesseract-OCR"
-category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
@@ -3516,7 +3411,6 @@ Pillow = ">=8.0.0"
 name = "pytest"
 version = "7.4.4"
 description = "pytest: simple powerful testing with Python"
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3539,7 +3433,6 @@ testing = ["argcomplete", "attrs (>=19.2.0)", "hypothesis (>=3.56)", "mock", "no
 name = "pytest-cov"
 version = "6.0.0"
 description = "Pytest plugin for measuring coverage."
-category = "dev"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -3556,14 +3449,13 @@ testing = ["fields", "hunter", "process-tests", "pytest-xdist", "virtualenv"]
 
 [[package]]
 name = "pytest-httpserver"
-version = "1.1.0"
+version = "1.1.1"
 description = "pytest-httpserver is a httpserver for pytest"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "pytest_httpserver-1.1.0-py3-none-any.whl", hash = "sha256:7ef88be8ed3354b6784daa3daa75a422370327c634053cefb124903fa8d73a41"},
-    {file = "pytest_httpserver-1.1.0.tar.gz", hash = "sha256:6b1cb0199e2ed551b1b94d43f096863bbf6ae5bcd7c75c2c06845e5ce2dc8701"},
+    {file = "pytest_httpserver-1.1.1-py3-none-any.whl", hash = "sha256:aadc744bfac773a2ea93d05c2ef51fa23c087e3cc5dace3ea9d45cdd4bfe1fe8"},
+    {file = "pytest_httpserver-1.1.1.tar.gz", hash = "sha256:e5c46c62c0aa65e5d4331228cb2cb7db846c36e429c3e74ca806f284806bf7c6"},
 ]
 
 [package.dependencies]
@@ -3573,7 +3465,6 @@ Werkzeug = ">=2.0.0"
 name = "pytest-memray"
 version = "1.7.0"
 description = "A simple plugin to use with pytest"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3594,7 +3485,6 @@ test = ["anyio (>=4.4.0)", "covdefaults (>=2.2.2)", "coverage (>=7.0.5)", "flaky
 name = "pytest-mock"
 version = "3.14.0"
 description = "Thin-wrapper around the mock package for easier use with pytest"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3612,7 +3502,6 @@ dev = ["pre-commit", "pytest-asyncio", "tox"]
 name = "python-calamine"
 version = "0.2.3"
 description = "Python binding for Rust's library for reading excel and odf file - calamine"
-category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -3722,7 +3611,6 @@ files = [
 name = "python-dateutil"
 version = "2.9.0.post0"
 description = "Extensions to the standard Python datetime module"
-category = "main"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
 files = [
@@ -3737,7 +3625,6 @@ six = ">=1.5"
 name = "python-docx"
 version = "1.1.2"
 description = "Create, read, and update Microsoft Word .docx files."
-category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
@@ -3753,7 +3640,6 @@ typing-extensions = ">=4.9.0"
 name = "python-iso639"
 version = "2024.10.22"
 description = "ISO 639 language codes, names, and other associated information"
-category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -3768,7 +3654,6 @@ dev = ["black (==24.10.0)", "build (==1.2.1)", "flake8 (==7.1.1)", "pytest (==8.
 name = "python-magic"
 version = "0.4.27"
 description = "File type identification using libmagic"
-category = "main"
 optional = true
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 files = [
@@ -3780,7 +3665,6 @@ files = [
 name = "python-pptx"
 version = "0.6.21"
 description = "Generate and manipulate Open XML PowerPoint (.pptx) files"
-category = "main"
 optional = true
 python-versions = "*"
 files = [
@@ -3796,7 +3680,6 @@ XlsxWriter = ">=0.5.7"
 name = "python-snappy"
 version = "0.7.3"
 description = "Python library for the snappy compression library from Google"
-category = "main"
 optional = true
 python-versions = "*"
 files = [
@@ -3811,7 +3694,6 @@ cramjam = "*"
 name = "python-ulid"
 version = "3.0.0"
 description = "Universally unique lexicographically sortable identifier"
-category = "main"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -3826,7 +3708,6 @@ pydantic = ["pydantic (>=2.0)"]
 name = "pytz"
 version = "2024.2"
 description = "World timezone definitions, modern and historical"
-category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -3838,7 +3719,6 @@ files = [
 name = "pytzdata"
 version = "2020.1"
 description = "The Olson timezone database for Python."
-category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 files = [
@@ -3850,7 +3730,6 @@ files = [
 name = "pywin32"
 version = "308"
 description = "Python for Window Extensions"
-category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -3878,7 +3757,6 @@ files = [
 name = "pyyaml"
 version = "6.0.2"
 description = "YAML parser and emitter for Python"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3941,7 +3819,6 @@ files = [
 name = "rapidfuzz"
 version = "3.11.0"
 description = "rapid fuzzy string matching"
-category = "main"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -4042,7 +3919,6 @@ all = ["numpy"]
 name = "regex"
 version = "2024.11.6"
 description = "Alternative regular expression module, to replace re."
-category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -4146,7 +4022,6 @@ files = [
 name = "requests"
 version = "2.32.3"
 description = "Python HTTP for Humans."
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -4168,7 +4043,6 @@ use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 name = "requests-cache"
 version = "1.2.1"
 description = "A persistent cache for python requests"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -4199,7 +4073,6 @@ yaml = ["pyyaml (>=6.0.1)"]
 name = "requests-mock"
 version = "1.12.1"
 description = "Mock out responses from the requests package"
-category = "dev"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -4217,7 +4090,6 @@ fixture = ["fixtures"]
 name = "requests-toolbelt"
 version = "1.0.0"
 description = "A utility belt for advanced users of python-requests"
-category = "main"
 optional = true
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 files = [
@@ -4232,7 +4104,6 @@ requests = ">=2.0.1,<3.0.0"
 name = "rich"
 version = "13.9.4"
 description = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal"
-category = "dev"
 optional = false
 python-versions = ">=3.8.0"
 files = [
@@ -4252,7 +4123,6 @@ jupyter = ["ipywidgets (>=7.5.1,<9)"]
 name = "ruff"
 version = "0.7.4"
 description = "An extremely fast Python linter and code formatter, written in Rust."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4278,42 +4148,41 @@ files = [
 
 [[package]]
 name = "scikit-learn"
-version = "1.6.0"
+version = "1.6.1"
 description = "A set of python modules for machine learning and data mining"
-category = "main"
 optional = true
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 [package.dependencies]
@@ -4448,7 +4315,6 @@ typing-extensions = "*"
 name = "six"
 version = "1.17.0"
 description = "Python 2 and 3 compatibility utilities"
-category = "main"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
 files = [
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 name = "sniffio"
 version = "1.3.1"
 description = "Sniff out which async library your code is running under"
-category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
@@ -4472,7 +4337,6 @@ files = [
 name = "soupsieve"
 version = "2.6"
 description = "A modern CSS selector implementation for Beautiful Soup."
-category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -4482,65 +4346,72 @@ files = [
 
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 description = "Database Abstraction Library"
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 optional = true
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 ]
 
 [package.dependencies]
-greenlet = {version = "!=0.4.17", markers = "python_version < \"3.13\" and platform_machine == \"aarch64\" or python_version < \"3.13\" and platform_machine == \"ppc64le\" or python_version < \"3.13\" and platform_machine == \"x86_64\" or python_version < \"3.13\" and platform_machine == \"amd64\" or python_version < \"3.13\" and platform_machine == \"AMD64\" or python_version < \"3.13\" and platform_machine == \"win32\" or python_version < \"3.13\" and platform_machine == \"WIN32\""}
+greenlet = {version = "!=0.4.17", markers = "python_version < \"3.14\" and (platform_machine == \"aarch64\" or platform_machine == \"ppc64le\" or platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"AMD64\" or platform_machine == \"win32\" or platform_machine == \"WIN32\")"}
 typing-extensions = ">=4.6.0"
 
 [package.extras]
@@ -4549,7 +4420,7 @@ aioodbc = ["aioodbc", "greenlet (!=0.4.17)"]
 aiosqlite = ["aiosqlite", "greenlet (!=0.4.17)", "typing_extensions (!=3.10.0.1)"]
 asyncio = ["greenlet (!=0.4.17)"]
 asyncmy = ["asyncmy (>=0.2.3,!=0.2.4,!=0.2.6)", "greenlet (!=0.4.17)"]
-mariadb-connector = ["mariadb (>=1.0.1,!=1.1.2,!=1.1.5)"]
+mariadb-connector = ["mariadb (>=1.0.1,!=1.1.2,!=1.1.5,!=1.1.10)"]
 mssql = ["pyodbc"]
 mssql-pymssql = ["pymssql"]
 mssql-pyodbc = ["pyodbc"]
@@ -4572,7 +4443,6 @@ sqlcipher = ["sqlcipher3_binary"]
 name = "tabulate"
 version = "0.9.0"
 description = "Pretty-print tabular data"
-category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
@@ -4587,7 +4457,6 @@ widechars = ["wcwidth"]
 name = "tenacity"
 version = "8.5.0"
 description = "Retry code until it succeeds"
-category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -4603,7 +4472,6 @@ test = ["pytest", "tornado (>=4.5)", "typeguard"]
 name = "textual"
 version = "1.0.0"
 description = "Modern Text User Interface framework"
-category = "dev"
 optional = false
 python-versions = "<4.0.0,>=3.8.1"
 files = [
@@ -4624,7 +4492,6 @@ syntax = ["tree-sitter (>=0.23.0)", "tree-sitter-bash (>=0.23.0)", "tree-sitter-
 name = "threadpoolctl"
 version = "3.5.0"
 description = "threadpoolctl"
-category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -4636,7 +4503,6 @@ files = [
 name = "tiktoken"
 version = "0.8.0"
 description = "tiktoken is a fast BPE tokeniser for use with OpenAI's models"
-category = "main"
 optional = true
 python-versions = ">=3.9"
 files = [
@@ -4684,7 +4550,6 @@ blobfile = ["blobfile (>=2)"]
 name = "tomli"
 version = "2.2.1"
 description = "A lil' TOML parser"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -4726,7 +4591,6 @@ files = [
 name = "tqdm"
 version = "4.67.1"
 description = "Fast, Extensible Progress Meter"
-category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
@@ -4748,7 +4612,6 @@ telegram = ["requests"]
 name = "types-cachetools"
 version = "5.5.0.20240820"
 description = "Typing stubs for cachetools"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -4760,7 +4623,6 @@ files = [
 name = "types-python-dateutil"
 version = "2.9.0.20241206"
 description = "Typing stubs for python-dateutil"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -4772,7 +4634,6 @@ files = [
 name = "types-pytz"
 version = "2024.2.0.20241221"
 description = "Typing stubs for pytz"
-category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -4784,7 +4645,6 @@ files = [
 name = "types-pyyaml"
 version = "6.0.12.20241230"
 description = "Typing stubs for PyYAML"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -4796,7 +4656,6 @@ files = [
 name = "types-requests"
 version = "2.32.0.20241016"
 description = "Typing stubs for requests"
-category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -4811,7 +4670,6 @@ urllib3 = ">=2"
 name = "typing-extensions"
 version = "4.12.2"
 description = "Backported and Experimental Type Hints for Python 3.8+"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -4823,7 +4681,6 @@ files = [
 name = "typing-inspect"
 version = "0.9.0"
 description = "Runtime inspection utilities for typing module."
-category = "main"
 optional = true
 python-versions = "*"
 files = [
@@ -4837,21 +4694,19 @@ typing-extensions = ">=3.7.4"
 
 [[package]]
 name = "tzdata"
-version = "2024.2"
+version = "2025.1"
 description = "Provider of IANA time zone data"
-category = "main"
 optional = false
 python-versions = ">=2"
 files = [
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+    {file = "tzdata-2025.1.tar.gz", hash = "sha256:24894909e88cdb28bd1636c6887801df64cb485bd593f2fd83ef29075a81d694"},
 ]
 
 [[package]]
 name = "uc-micro-py"
 version = "1.0.3"
 description = "Micro subset of unicode data files for linkify-it-py projects."
-category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4866,7 +4721,6 @@ test = ["coverage", "pytest", "pytest-cov"]
 name = "unidecode"
 version = "1.3.8"
 description = "ASCII transliterations of Unicode text"
-category = "main"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -4878,7 +4732,6 @@ files = [
 name = "unstructured"
 version = "0.10.27"
 description = "A library that prepares raw documents for downstream ML tasks."
-category = "main"
 optional = true
 python-versions = ">=3.7.0"
 files = [
@@ -4959,7 +4812,6 @@ xlsx = ["networkx", "openpyxl", "pandas", "xlrd"]
 name = "unstructured-pytesseract"
 version = "0.3.13"
 description = "Python-tesseract is a python wrapper for Google's Tesseract-OCR"
-category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -4975,7 +4827,6 @@ Pillow = ">=8.0.0"
 name = "url-normalize"
 version = "1.4.3"
 description = "URL normalization for Python"
-category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
 files = [
@@ -4990,7 +4841,6 @@ six = "*"
 name = "urllib3"
 version = "2.3.0"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
-category = "main"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -5008,7 +4858,6 @@ zstd = ["zstandard (>=0.18.0)"]
 name = "wcmatch"
 version = "10.0"
 description = "Wildcard/glob file name matcher."
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -5023,7 +4872,6 @@ bracex = ">=2.1.1"
 name = "werkzeug"
 version = "3.1.3"
 description = "The comprehensive WSGI web application library."
-category = "dev"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -5041,7 +4889,6 @@ watchdog = ["watchdog (>=2.3)"]
 name = "xlsxwriter"
 version = "3.2.0"
 description = "A Python module for creating Excel XLSX files."
-category = "main"
 optional = true
 python-versions = ">=3.6"
 files = [
@@ -5053,7 +4900,6 @@ files = [
 name = "xmltodict"
 version = "0.14.2"
 description = "Makes working with XML feel like you are working with JSON"
-category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -5065,7 +4911,6 @@ files = [
 name = "yarl"
 version = "1.18.3"
 description = "Yet another URL library"
-category = "main"
 optional = true
 python-versions = ">=3.9"
 files = [
@@ -5162,7 +5007,6 @@ propcache = ">=0.2.0"
 name = "zipp"
 version = "3.21.0"
 description = "Backport of pathlib-compatible object wrapper for zip files"
-category = "main"
 optional = true
 python-versions = ">=3.9"
 files = [
@@ -5186,4 +5030,4 @@ vector-db-based = ["cohere", "langchain", "openai", "tiktoken"]
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.10,<3.13"
-content-hash = "e59e000678d6893d857b957d468e6b35378ed75f3b9492bb81e5158e80d76f0b"
+content-hash = "4ec21ccda2c77f36951f87d7d756746a40db799716f09492fcb9d39c1de35563"
diff --git a/pyproject.toml b/pyproject.toml
index 0bba75f5a..ea48db48e 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -53,7 +53,7 @@ requests = "*"
 requests_cache = "*"
 wcmatch = "10.0"
 # Extras depedencies
-avro = { version = "~1.11.2", optional = true }
+avro = { version = ">=1.11.2,<1.13.0", optional = true }
 cohere = { version = "4.21", optional = true }
 fastavro = { version = "~1.8.0", optional = true }
 langchain = { version = "0.1.16", optional = true }
@@ -115,16 +115,12 @@ source-declarative-manifest = "airbyte_cdk.cli.source_declarative_manifest:run"
 [tool.isort]
 skip = ["__init__.py"]  # TODO: Remove after this is fixed: https://github.com/airbytehq/airbyte-python-cdk/issues/12
 
-[tool.ruff]
-target-version = "py310"
-line-length = 100
-
-[tool.ruff.lint]
-select = ["I"]
+# Ruff configuration moved to ruff.toml
 
 [tool.poe.tasks]
 # Installation
 install = { shell = "poetry install --all-extras" }
+lock = { shell = "poetry lock --no-update" }
 
 # Build tasks
 assemble = {cmd = "bin/generate-component-manifest-dagger.sh", help = "Generate component manifest files."}
diff --git a/ruff.toml b/ruff.toml
new file mode 100644
index 000000000..5ed2f45e2
--- /dev/null
+++ b/ruff.toml
@@ -0,0 +1,6 @@
+# Ruff configuration moved from pyproject.toml
+target-version = "py310"
+line-length = 100
+
+[lint]
+select = ["I"]
diff --git a/unit_tests/connector_builder/test_connector_builder_handler.py b/unit_tests/connector_builder/test_connector_builder_handler.py
index aac00a889..c00a7e2f1 100644
--- a/unit_tests/connector_builder/test_connector_builder_handler.py
+++ b/unit_tests/connector_builder/test_connector_builder_handler.py
@@ -344,7 +344,7 @@ def test_resolve_manifest(valid_resolve_manifest_config_file):
     config = copy.deepcopy(RESOLVE_MANIFEST_CONFIG)
     command = "resolve_manifest"
     config["__command"] = command
-    source = ManifestDeclarativeSource(MANIFEST)
+    source = ManifestDeclarativeSource(source_config=MANIFEST)
     limits = TestReadLimits()
     resolved_manifest = handle_connector_builder_request(
         source, command, config, create_configured_catalog("dummy_stream"), _A_STATE, limits
@@ -505,7 +505,7 @@ def resolved_manifest(self):
 
 def test_read():
     config = TEST_READ_CONFIG
-    source = ManifestDeclarativeSource(MANIFEST)
+    source = ManifestDeclarativeSource(source_config=MANIFEST)
 
     real_record = AirbyteRecordMessage(
         data={"id": "1234", "key": "value"}, emitted_at=1, stream=_stream_name
@@ -592,7 +592,7 @@ def test_config_update() -> None:
         "client_secret": "a client secret",
         "refresh_token": "a refresh token",
     }
-    source = ManifestDeclarativeSource(manifest)
+    source = ManifestDeclarativeSource(source_config=manifest)
 
     refresh_request_response = {
         "access_token": "an updated access token",
diff --git a/unit_tests/source_declarative_manifest/resources/source_the_guardian_api/.gitignore b/unit_tests/source_declarative_manifest/resources/source_the_guardian_api/.gitignore
new file mode 100644
index 000000000..c4ab49a30
--- /dev/null
+++ b/unit_tests/source_declarative_manifest/resources/source_the_guardian_api/.gitignore
@@ -0,0 +1 @@
+secrets*
diff --git a/unit_tests/source_declarative_manifest/resources/source_the_guardian_api/README.md b/unit_tests/source_declarative_manifest/resources/source_the_guardian_api/README.md
new file mode 100644
index 000000000..403a4baba
--- /dev/null
+++ b/unit_tests/source_declarative_manifest/resources/source_the_guardian_api/README.md
@@ -0,0 +1,9 @@
+# The Guardian API Tests
+
+For these tests to work, you'll need to create a `secrets.yaml` file in this directory that looks like this:
+
+```yml
+api_key: ******
+```
+
+The `.gitignore` file in this directory should ensure your file is not committed to git, but it's a good practice to double-check. 👀
diff --git a/unit_tests/source_declarative_manifest/resources/source_the_guardian_api/components.py b/unit_tests/source_declarative_manifest/resources/source_the_guardian_api/components.py
new file mode 100644
index 000000000..98a9f7ad5
--- /dev/null
+++ b/unit_tests/source_declarative_manifest/resources/source_the_guardian_api/components.py
@@ -0,0 +1,61 @@
+#
+# Copyright (c) 2023 Airbyte, Inc., all rights reserved.
+#
+
+from dataclasses import InitVar, dataclass
+from typing import Any, Mapping, Optional, Union
+
+import requests
+
+from airbyte_cdk.sources.declarative.interpolation import InterpolatedString
+from airbyte_cdk.sources.declarative.requesters.paginators import PaginationStrategy
+from airbyte_cdk.sources.declarative.types import Config, Record
+
+
+@dataclass
+class CustomPageIncrement(PaginationStrategy):
+    """
+    Starts page from 1 instead of the default value that is 0. Stops Pagination when currentPage is equal to totalPages.
+    """
+
+    config: Config
+    page_size: Optional[Union[str, int]]
+    parameters: InitVar[Mapping[str, Any]]
+    start_from_page: int = 0
+    inject_on_first_request: bool = False
+
+    def __post_init__(self, parameters: Mapping[str, Any]) -> None:
+        if isinstance(self.page_size, int) or (self.page_size is None):
+            self._page_size = self.page_size
+        else:
+            page_size = InterpolatedString(self.page_size, parameters=parameters).eval(self.config)
+            if not isinstance(page_size, int):
+                raise Exception(f"{page_size} is of type {type(page_size)}. Expected {int}")
+            self._page_size = page_size
+
+    @property
+    def initial_token(self) -> Optional[Any]:
+        if self.inject_on_first_request:
+            return self.start_from_page
+        return None
+
+    def next_page_token(
+        self,
+        response: requests.Response,
+        last_page_size: int,
+        last_record: Optional[Record],
+        last_page_token_value: Optional[Any],
+    ) -> Optional[Any]:
+        res = response.json().get("response")
+        current_page = res.get("currentPage")
+        total_pages = res.get("pages")
+
+        # The first request to the API does not include the page_token, so it comes in as None when determing whether to paginate
+        last_page_token_value = last_page_token_value or 0
+        if current_page < total_pages:
+            return last_page_token_value + 1
+        else:
+            return None
+
+    def get_page_size(self) -> Optional[int]:
+        return self._page_size
diff --git a/unit_tests/source_declarative_manifest/resources/source_the_guardian_api/components_failing.py b/unit_tests/source_declarative_manifest/resources/source_the_guardian_api/components_failing.py
new file mode 100644
index 000000000..8655bdf2d
--- /dev/null
+++ b/unit_tests/source_declarative_manifest/resources/source_the_guardian_api/components_failing.py
@@ -0,0 +1,54 @@
+#
+# Copyright (c) 2023 Airbyte, Inc., all rights reserved.
+#
+
+from dataclasses import InitVar, dataclass
+from typing import Any, Mapping, Optional, Union
+
+import requests
+
+from airbyte_cdk.sources.declarative.interpolation import InterpolatedString
+from airbyte_cdk.sources.declarative.requesters.paginators import PaginationStrategy
+from airbyte_cdk.sources.declarative.types import Config, Record
+
+
+class IntentionalException(Exception):
+    """This exception is raised intentionally in order to test error handling."""
+
+
+@dataclass
+class CustomPageIncrement(PaginationStrategy):
+    """
+    Starts page from 1 instead of the default value that is 0. Stops Pagination when currentPage is equal to totalPages.
+    """
+
+    config: Config
+    page_size: Optional[Union[str, int]]
+    parameters: InitVar[Mapping[str, Any]]
+    start_from_page: int = 0
+    inject_on_first_request: bool = False
+
+    def __post_init__(self, parameters: Mapping[str, Any]) -> None:
+        if isinstance(self.page_size, int) or (self.page_size is None):
+            self._page_size = self.page_size
+        else:
+            page_size = InterpolatedString(self.page_size, parameters=parameters).eval(self.config)
+            if not isinstance(page_size, int):
+                raise Exception(f"{page_size} is of type {type(page_size)}. Expected {int}")
+            self._page_size = page_size
+
+    @property
+    def initial_token(self) -> Optional[Any]:
+        raise IntentionalException()
+
+    def next_page_token(
+        self,
+        response: requests.Response,
+        last_page_size: int,
+        last_record: Optional[Record],
+        last_page_token_value: Optional[Any],
+    ) -> Optional[Any]:
+        raise IntentionalException()
+
+    def get_page_size(self) -> Optional[int]:
+        return self._page_size
diff --git a/unit_tests/source_declarative_manifest/resources/source_the_guardian_api/manifest.yaml b/unit_tests/source_declarative_manifest/resources/source_the_guardian_api/manifest.yaml
new file mode 100644
index 000000000..a42e0ebba
--- /dev/null
+++ b/unit_tests/source_declarative_manifest/resources/source_the_guardian_api/manifest.yaml
@@ -0,0 +1,376 @@
+version: "4.3.2"
+definitions:
+  selector:
+    extractor:
+      field_path:
+        - response
+        - results
+  requester:
+    url_base: "https://content.guardianapis.com"
+    http_method: "GET"
+    request_parameters:
+      api-key: "{{ config['api_key'] }}"
+      q: "{{ config['query'] }}"
+      tag: "{{ config['tag'] }}"
+      section: "{{ config['section'] }}"
+      order-by: "oldest"
+  incremental_sync:
+    type: DatetimeBasedCursor
+    start_datetime:
+      datetime: "{{ config['start_date'] }}"
+      datetime_format: "%Y-%m-%d"
+    end_datetime:
+      datetime: "{{ config['end_date'] or now_utc().strftime('%Y-%m-%d') }}"
+      datetime_format: "%Y-%m-%d"
+    step: "P7D"
+    datetime_format: "%Y-%m-%dT%H:%M:%SZ"
+    cursor_granularity: "PT1S"
+    cursor_field: "webPublicationDate"
+    start_time_option:
+      field_name: "from-date"
+      inject_into: "request_parameter"
+    end_time_option:
+      field_name: "to-date"
+      inject_into: "request_parameter"
+  retriever:
+    record_selector:
+      extractor:
+        field_path:
+          - response
+          - results
+    paginator:
+      type: DefaultPaginator
+      pagination_strategy:
+        type: CustomPaginationStrategy
+        class_name: "CustomPageIncrement"
+        page_size: 10
+      page_token_option:
+        type: RequestOption
+        inject_into: "request_parameter"
+        field_name: "page"
+      page_size_option:
+        inject_into: "body_data"
+        field_name: "page_size"
+    requester:
+      url_base: "https://content.guardianapis.com"
+      http_method: "GET"
+      request_parameters:
+        api-key: "{{ config['api_key'] }}"
+        q: "{{ config['query'] }}"
+        tag: "{{ config['tag'] }}"
+        section: "{{ config['section'] }}"
+        order-by: "oldest"
+  base_stream:
+    incremental_sync:
+      type: DatetimeBasedCursor
+      start_datetime:
+        datetime: "{{ config['start_date'] }}"
+        datetime_format: "%Y-%m-%d"
+      end_datetime:
+        datetime: "{{ config['end_date'] or now_utc().strftime('%Y-%m-%d') }}"
+        datetime_format: "%Y-%m-%d"
+      step: "P7D"
+      datetime_format: "%Y-%m-%dT%H:%M:%SZ"
+      cursor_granularity: "PT1S"
+      cursor_field: "webPublicationDate"
+      start_time_option:
+        field_name: "from-date"
+        inject_into: "request_parameter"
+      end_time_option:
+        field_name: "to-date"
+        inject_into: "request_parameter"
+    retriever:
+      record_selector:
+        extractor:
+          field_path:
+            - response
+            - results
+      paginator:
+        type: DefaultPaginator
+        pagination_strategy:
+          type: CustomPaginationStrategy
+          class_name: "CustomPageIncrement"
+          page_size: 10
+        page_token_option:
+          type: RequestOption
+          inject_into: "request_parameter"
+          field_name: "page"
+        page_size_option:
+          inject_into: "body_data"
+          field_name: "page_size"
+      requester:
+        url_base: "https://content.guardianapis.com"
+        http_method: "GET"
+        request_parameters:
+          api-key: "{{ config['api_key'] }}"
+          q: "{{ config['query'] }}"
+          tag: "{{ config['tag'] }}"
+          section: "{{ config['section'] }}"
+          order-by: "oldest"
+  content_stream:
+    incremental_sync:
+      type: DatetimeBasedCursor
+      start_datetime:
+        datetime: "{{ config['start_date'] }}"
+        datetime_format: "%Y-%m-%d"
+      end_datetime:
+        datetime: "{{ config['end_date'] or now_utc().strftime('%Y-%m-%d') }}"
+        datetime_format: "%Y-%m-%d"
+      step: "P7D"
+      datetime_format: "%Y-%m-%dT%H:%M:%SZ"
+      cursor_granularity: "PT1S"
+      cursor_field: "webPublicationDate"
+      start_time_option:
+        field_name: "from-date"
+        inject_into: "request_parameter"
+      end_time_option:
+        field_name: "to-date"
+        inject_into: "request_parameter"
+    retriever:
+      record_selector:
+        extractor:
+          field_path:
+            - response
+            - results
+      paginator:
+        type: "DefaultPaginator"
+        pagination_strategy:
+          type: CustomPaginationStrategy
+          class_name: "components.CustomPageIncrement"
+          page_size: 10
+        page_token_option:
+          type: RequestOption
+          inject_into: "request_parameter"
+          field_name: "page"
+        page_size_option:
+          inject_into: "body_data"
+          field_name: "page_size"
+      requester:
+        url_base: "https://content.guardianapis.com"
+        http_method: "GET"
+        request_parameters:
+          api-key: "{{ config['api_key'] }}"
+          q: "{{ config['query'] }}"
+          tag: "{{ config['tag'] }}"
+          section: "{{ config['section'] }}"
+          order-by: "oldest"
+    schema_loader:
+      type: InlineSchemaLoader
+      schema:
+        $schema: http://json-schema.org/draft-04/schema#
+        type: object
+        properties:
+          id:
+            type: string
+          type:
+            type: string
+          sectionId:
+            type: string
+          sectionName:
+            type: string
+          webPublicationDate:
+            type: string
+          webTitle:
+            type: string
+          webUrl:
+            type: string
+          apiUrl:
+            type: string
+          isHosted:
+            type: boolean
+          pillarId:
+            type: string
+          pillarName:
+            type: string
+        required:
+          - id
+          - type
+          - sectionId
+          - sectionName
+          - webPublicationDate
+          - webTitle
+          - webUrl
+          - apiUrl
+          - isHosted
+          - pillarId
+          - pillarName
+streams:
+  - incremental_sync:
+      type: DatetimeBasedCursor
+      start_datetime:
+        datetime: "{{ config['start_date'] }}"
+        datetime_format: "%Y-%m-%d"
+        type: MinMaxDatetime
+      end_datetime:
+        datetime: "{{ config['end_date'] or now_utc().strftime('%Y-%m-%d') }}"
+        datetime_format: "%Y-%m-%d"
+        type: MinMaxDatetime
+      step: "P7D"
+      datetime_format: "%Y-%m-%dT%H:%M:%SZ"
+      cursor_granularity: "PT1S"
+      cursor_field: "webPublicationDate"
+      start_time_option:
+        field_name: "from-date"
+        inject_into: "request_parameter"
+        type: RequestOption
+      end_time_option:
+        field_name: "to-date"
+        inject_into: "request_parameter"
+        type: RequestOption
+    retriever:
+      record_selector:
+        extractor:
+          field_path:
+            - response
+            - results
+          type: DpathExtractor
+        type: RecordSelector
+      paginator:
+        type: "DefaultPaginator"
+        pagination_strategy:
+          class_name: components.CustomPageIncrement
+          page_size: 10
+          type: CustomPaginationStrategy
+        page_token_option:
+          type: RequestOption
+          inject_into: "request_parameter"
+          field_name: "page"
+        page_size_option:
+          inject_into: "body_data"
+          field_name: "page_size"
+          type: RequestOption
+      requester:
+        url_base: "https://content.guardianapis.com"
+        http_method: "GET"
+        request_parameters:
+          api-key: "{{ config['api_key'] }}"
+          q: "{{ config['query'] }}"
+          tag: "{{ config['tag'] }}"
+          section: "{{ config['section'] }}"
+          order-by: "oldest"
+        type: HttpRequester
+        path: "/search"
+      type: SimpleRetriever
+    schema_loader:
+      type: InlineSchemaLoader
+      schema:
+        $schema: http://json-schema.org/draft-04/schema#
+        type: object
+        properties:
+          id:
+            type: string
+          type:
+            type: string
+          sectionId:
+            type: string
+          sectionName:
+            type: string
+          webPublicationDate:
+            type: string
+          webTitle:
+            type: string
+          webUrl:
+            type: string
+          apiUrl:
+            type: string
+          isHosted:
+            type: boolean
+          pillarId:
+            type: string
+          pillarName:
+            type: string
+        required:
+          - id
+          - type
+          - sectionId
+          - sectionName
+          - webPublicationDate
+          - webTitle
+          - webUrl
+          - apiUrl
+          - isHosted
+          - pillarId
+          - pillarName
+    type: DeclarativeStream
+    name: "content"
+    primary_key: "id"
+check:
+  stream_names:
+    - "content"
+  type: CheckStream
+type: DeclarativeSource
+spec:
+  type: Spec
+  documentation_url: https://docs.airbyte.com/integrations/sources/the-guardian-api
+  connection_specification:
+    $schema: http://json-schema.org/draft-07/schema#
+    title: The Guardian Api Spec
+    type: object
+    required:
+      - api_key
+      - start_date
+    additionalProperties: true
+    properties:
+      api_key:
+        title: API Key
+        type: string
+        description:
+          Your API Key. See <a href="https://open-platform.theguardian.com/access/">here</a>.
+          The key is case sensitive.
+        airbyte_secret: true
+      start_date:
+        title: Start Date
+        type: string
+        description:
+          Use this to set the minimum date (YYYY-MM-DD) of the results.
+          Results older than the start_date will not be shown.
+        pattern: ^([1-9][0-9]{3})\-(0?[1-9]|1[012])\-(0?[1-9]|[12][0-9]|3[01])$
+        examples:
+          - YYYY-MM-DD
+      query:
+        title: Query
+        type: string
+        description:
+          (Optional) The query (q) parameter filters the results to only
+          those that include that search term. The q parameter supports AND, OR and
+          NOT operators.
+        examples:
+          - environment AND NOT water
+          - environment AND political
+          - amusement park
+          - political
+      tag:
+        title: Tag
+        type: string
+        description:
+          (Optional) A tag is a piece of data that is used by The Guardian
+          to categorise content. Use this parameter to filter results by showing only
+          the ones matching the entered tag. See <a href="https://content.guardianapis.com/tags?api-key=test">here</a>
+          for a list of all tags, and <a href="https://open-platform.theguardian.com/documentation/tag">here</a>
+          for the tags endpoint documentation.
+        examples:
+          - environment/recycling
+          - environment/plasticbags
+          - environment/energyefficiency
+      section:
+        title: Section
+        type: string
+        description:
+          (Optional) Use this to filter the results by a particular section.
+          See <a href="https://content.guardianapis.com/sections?api-key=test">here</a>
+          for a list of all sections, and <a href="https://open-platform.theguardian.com/documentation/section">here</a>
+          for the sections endpoint documentation.
+        examples:
+          - media
+          - technology
+          - housing-network
+      end_date:
+        title: End Date
+        type: string
+        description:
+          (Optional) Use this to set the maximum date (YYYY-MM-DD) of the
+          results. Results newer than the end_date will not be shown. Default is set
+          to the current date (today) for incremental syncs.
+        pattern: ^([1-9][0-9]{3})\-(0?[1-9]|1[012])\-(0?[1-9]|[12][0-9]|3[01])$
+        examples:
+          - YYYY-MM-DD
diff --git a/unit_tests/source_declarative_manifest/resources/source_the_guardian_api/valid_config.yaml b/unit_tests/source_declarative_manifest/resources/source_the_guardian_api/valid_config.yaml
new file mode 100644
index 000000000..b2f752ea1
--- /dev/null
+++ b/unit_tests/source_declarative_manifest/resources/source_the_guardian_api/valid_config.yaml
@@ -0,0 +1 @@
+{ "start_date": "2024-01-01" }
diff --git a/unit_tests/source_declarative_manifest/test_source_declarative_w_custom_components.py b/unit_tests/source_declarative_manifest/test_source_declarative_w_custom_components.py
new file mode 100644
index 000000000..d608e7620
--- /dev/null
+++ b/unit_tests/source_declarative_manifest/test_source_declarative_w_custom_components.py
@@ -0,0 +1,304 @@
+#
+# Copyright (c) 2024 Airbyte, Inc., all rights reserved.
+#
+
+import datetime
+import json
+import logging
+import os
+import sys
+import types
+from collections.abc import Callable, Mapping
+from pathlib import Path
+from tempfile import NamedTemporaryFile
+from typing import Any
+
+import pytest
+import yaml
+from airbyte_protocol_dataclasses.models.airbyte_protocol import AirbyteCatalog
+
+from airbyte_cdk.cli.source_declarative_manifest._run import (
+    create_declarative_source,
+)
+from airbyte_cdk.models import ConfiguredAirbyteCatalog, ConfiguredAirbyteStream
+from airbyte_cdk.sources.declarative.manifest_declarative_source import ManifestDeclarativeSource
+from airbyte_cdk.sources.declarative.parsers.custom_code_compiler import (
+    ENV_VAR_ALLOW_CUSTOM_CODE,
+    INJECTED_COMPONENTS_PY,
+    INJECTED_COMPONENTS_PY_CHECKSUMS,
+    INJECTED_MANIFEST,
+    AirbyteCodeTamperedError,
+    AirbyteCustomCodeNotPermittedError,
+    _hash_text,
+    custom_code_execution_permitted,
+    register_components_module_from_string,
+)
+
+SAMPLE_COMPONENTS_PY_TEXT = """
+def sample_function() -> str:
+    return "Hello, World!"
+
+class SimpleClass:
+    def sample_method(self) -> str:
+        return sample_function()
+"""
+
+
+def get_fixture_path(file_name) -> str:
+    return os.path.join(os.path.dirname(__file__), file_name)
+
+
+def test_components_module_from_string() -> None:
+    # Call the function to get the module
+    components_module: types.ModuleType = register_components_module_from_string(
+        components_py_text=SAMPLE_COMPONENTS_PY_TEXT,
+        checksums={
+            "md5": _hash_text(SAMPLE_COMPONENTS_PY_TEXT, "md5"),
+        },
+    )
+
+    # Check that the module is created and is of the correct type
+    assert isinstance(components_module, types.ModuleType)
+
+    # Check that the function is correctly defined in the module
+    assert hasattr(components_module, "sample_function")
+
+    # Check that simple functions are callable
+    assert components_module.sample_function() == "Hello, World!"
+
+    # Check class definitions work as expected
+    assert isinstance(components_module.SimpleClass, type)
+    obj = components_module.SimpleClass()
+    assert isinstance(obj, components_module.SimpleClass)
+    assert obj.sample_method() == "Hello, World!"
+
+    # Check we can get the class definition from sys.modules
+    module_lookup = sys.modules[components_module.__name__]
+    class_lookup = getattr(sys.modules[components_module.__name__], "SimpleClass")
+
+    assert module_lookup == components_module
+    assert class_lookup == components_module.SimpleClass
+    assert class_lookup().sample_method() == "Hello, World!"
+
+    # Check we can import the module by name
+    from source_declarative_manifest.components import sample_function as imported_sample_function  # type: ignore [import]  # noqa: I001
+
+    assert imported_sample_function() == "Hello, World!"
+
+
+def get_py_components_config_dict(
+    *,
+    failing_components: bool = False,
+    needs_secrets: bool = True,
+) -> dict[str, Any]:
+    connector_dir = Path(get_fixture_path("resources/source_the_guardian_api"))
+    manifest_yml_path: Path = connector_dir / "manifest.yaml"
+    custom_py_code_path: Path = connector_dir / (
+        "components.py" if not failing_components else "components_failing.py"
+    )
+    config_yaml_path: Path = connector_dir / "valid_config.yaml"
+    secrets_yaml_path: Path = connector_dir / "secrets.yaml"
+
+    manifest_dict = yaml.safe_load(manifest_yml_path.read_text())
+    assert manifest_dict, "Failed to load the manifest file."
+    assert isinstance(
+        manifest_dict, Mapping
+    ), f"Manifest file is type {type(manifest_dict).__name__}, not a mapping: {manifest_dict}"
+
+    custom_py_code = custom_py_code_path.read_text()
+    combined_config_dict = {
+        INJECTED_MANIFEST: manifest_dict,
+        INJECTED_COMPONENTS_PY: custom_py_code,
+        INJECTED_COMPONENTS_PY_CHECKSUMS: {
+            "md5": _hash_text(custom_py_code, "md5"),
+            "sha256": _hash_text(custom_py_code, "sha256"),
+        },
+    }
+    combined_config_dict.update(yaml.safe_load(config_yaml_path.read_text()))
+    if needs_secrets:
+        combined_config_dict.update(yaml.safe_load(secrets_yaml_path.read_text()))
+
+    return combined_config_dict
+
+
+def test_missing_checksum_fails_to_run(
+    monkeypatch: pytest.MonkeyPatch,
+) -> None:
+    """Assert that missing checksum in the config will raise an error."""
+    monkeypatch.setenv(ENV_VAR_ALLOW_CUSTOM_CODE, "true")
+
+    py_components_config_dict = get_py_components_config_dict(
+        needs_secrets=False,
+    )
+    # Truncate the start_date to speed up tests
+    py_components_config_dict["start_date"] = (
+        datetime.datetime.now() - datetime.timedelta(days=2)
+    ).strftime("%Y-%m-%d")
+
+    py_components_config_dict.pop("__injected_components_py_checksums")
+
+    with NamedTemporaryFile(delete=False, suffix=".json") as temp_config_file:
+        json_str = json.dumps(py_components_config_dict)
+        Path(temp_config_file.name).write_text(json_str)
+        temp_config_file.flush()
+        with pytest.raises(ValueError):
+            source = create_declarative_source(
+                ["check", "--config", temp_config_file.name],
+            )
+
+
+@pytest.mark.parametrize(
+    "hash_type",
+    [
+        "md5",
+        "sha256",
+    ],
+)
+def test_invalid_checksum_fails_to_run(
+    hash_type: str,
+    monkeypatch: pytest.MonkeyPatch,
+) -> None:
+    """Assert that an invalid checksum in the config will raise an error."""
+    monkeypatch.setenv(ENV_VAR_ALLOW_CUSTOM_CODE, "true")
+
+    py_components_config_dict = get_py_components_config_dict(
+        needs_secrets=False,
+    )
+    # Truncate the start_date to speed up tests
+    py_components_config_dict["start_date"] = (
+        datetime.datetime.now() - datetime.timedelta(days=2)
+    ).strftime("%Y-%m-%d")
+
+    py_components_config_dict["__injected_components_py_checksums"][hash_type] = "invalid_checksum"
+
+    with NamedTemporaryFile(delete=False, suffix=".json") as temp_config_file:
+        json_str = json.dumps(py_components_config_dict)
+        Path(temp_config_file.name).write_text(json_str)
+        temp_config_file.flush()
+        with pytest.raises(AirbyteCodeTamperedError):
+            source = create_declarative_source(
+                ["check", "--config", temp_config_file.name],
+            )
+
+
+@pytest.mark.parametrize(
+    "env_value, should_raise",
+    [
+        ("true", False),
+        ("True", False),
+        ("TRUE", False),
+        ("1", True),  # Not accepted as truthy as of now
+        ("false", True),
+        ("False", True),
+        ("", True),
+        ("0", True),
+    ],
+)
+def test_fail_unless_custom_code_enabled_explicitly(
+    env_value: str | None,
+    should_raise: bool,
+    monkeypatch: pytest.MonkeyPatch,
+) -> None:
+    """Assert that we properly fail if the environment variable to allow custom code is not set.
+
+    A missing value should fail.
+    Any value other than "true" (case insensitive) should fail.
+    """
+    monkeypatch.delenv(ENV_VAR_ALLOW_CUSTOM_CODE, raising=False)
+    if env_value is not None:
+        monkeypatch.setenv(ENV_VAR_ALLOW_CUSTOM_CODE, env_value)
+
+    assert custom_code_execution_permitted() == (not should_raise)
+
+    py_components_config_dict = get_py_components_config_dict(
+        needs_secrets=False,
+    )
+    # Truncate the start_date to speed up tests
+    py_components_config_dict["start_date"] = (
+        datetime.datetime.now() - datetime.timedelta(days=2)
+    ).strftime("%Y-%m-%d")
+
+    with NamedTemporaryFile(delete=False, suffix=".json") as temp_config_file:
+        json_str = json.dumps(py_components_config_dict)
+        Path(temp_config_file.name).write_text(json_str)
+        temp_config_file.flush()
+        fn: Callable = lambda: create_declarative_source(
+            ["check", "--config", temp_config_file.name],
+        )
+        if should_raise:
+            with pytest.raises(AirbyteCustomCodeNotPermittedError):
+                fn()
+
+            return  # Success
+
+        fn()
+
+
+# TODO: Create a new test source that doesn't require credentials to run.
+@pytest.mark.skipif(
+    condition=not Path(get_fixture_path("resources/source_the_guardian_api/secrets.yaml")).exists(),
+    reason="Skipped due to missing 'secrets.yaml'.",
+)
+@pytest.mark.parametrize(
+    "failing_components",
+    [
+        pytest.param(False, marks=pytest.mark.slow),  # Slow because we run a full sync
+        True,
+    ],
+)
+def test_sync_with_injected_py_components(
+    failing_components: bool,
+    monkeypatch: pytest.MonkeyPatch,
+) -> None:
+    monkeypatch.setenv(ENV_VAR_ALLOW_CUSTOM_CODE, "true")
+
+    py_components_config_dict = get_py_components_config_dict(
+        failing_components=failing_components,
+    )
+    # Truncate the start_date to speed up tests
+    py_components_config_dict["start_date"] = (
+        datetime.datetime.now() - datetime.timedelta(days=2)
+    ).strftime("%Y-%m-%d")
+    assert isinstance(py_components_config_dict, dict)
+    assert "__injected_declarative_manifest" in py_components_config_dict
+    assert "__injected_components_py" in py_components_config_dict
+    assert "__injected_components_py_checksums" in py_components_config_dict
+
+    with NamedTemporaryFile(delete=False, suffix=".json") as temp_config_file:
+        json_str = json.dumps(py_components_config_dict)
+        Path(temp_config_file.name).write_text(json_str)
+        temp_config_file.flush()
+        source = create_declarative_source(
+            ["check", "--config", temp_config_file.name],
+        )
+        assert isinstance(source, ManifestDeclarativeSource)
+        source.check(logger=logging.getLogger(), config=py_components_config_dict)
+        catalog: AirbyteCatalog = source.discover(
+            logger=logging.getLogger(), config=py_components_config_dict
+        )
+        assert isinstance(catalog, AirbyteCatalog)
+        configured_catalog = ConfiguredAirbyteCatalog(
+            streams=[
+                ConfiguredAirbyteStream(
+                    stream=stream,
+                    sync_mode="full_refresh",
+                    destination_sync_mode="overwrite",
+                )
+                for stream in catalog.streams
+            ]
+        )
+
+        msg_iterator = source.read(
+            logger=logging.getLogger(),
+            config=py_components_config_dict,
+            catalog=configured_catalog,
+            state=None,
+        )
+        if failing_components:
+            with pytest.raises(Exception):
+                for msg in msg_iterator:
+                    assert msg
+            return
+
+        for msg in msg_iterator:
+            assert msg
diff --git a/unit_tests/sources/declarative/auth/test_oauth.py b/unit_tests/sources/declarative/auth/test_oauth.py
index dc384bb10..620ffe0b1 100644
--- a/unit_tests/sources/declarative/auth/test_oauth.py
+++ b/unit_tests/sources/declarative/auth/test_oauth.py
@@ -1,7 +1,9 @@
 #
 # Copyright (c) 2023 Airbyte, Inc., all rights reserved.
 #
+
 import base64
+import json
 import logging
 from unittest.mock import Mock
 
@@ -12,6 +14,8 @@
 from requests import Response
 
 from airbyte_cdk.sources.declarative.auth import DeclarativeOauth2Authenticator
+from airbyte_cdk.sources.declarative.auth.jwt import JwtAuthenticator
+from airbyte_cdk.test.mock_http import HttpMocker, HttpRequest, HttpResponse
 from airbyte_cdk.utils.airbyte_secrets_utils import filter_secrets
 
 LOGGER = logging.getLogger(__name__)
@@ -19,7 +23,7 @@
 resp = Response()
 
 config = {
-    "refresh_endpoint": "refresh_end",
+    "refresh_endpoint": "https://refresh_endpoint.com",
     "client_id": "some_client_id",
     "client_secret": "some_client_secret",
     "token_expiry_date": pendulum.now().subtract(days=2).to_rfc3339_string(),
@@ -412,6 +416,45 @@ def test_set_token_expiry_date_no_format(self, mocker, expires_in_response, next
             assert "access_token" == token
             assert oauth.get_token_expiry_date() == pendulum.parse(next_day)
 
+    def test_profile_assertion(self, mocker):
+        with HttpMocker() as http_mocker:
+            jwt = JwtAuthenticator(
+                config={},
+                parameters={},
+                secret_key="test",
+                algorithm="HS256",
+                token_duration=1000,
+                typ="JWT",
+                iss="iss",
+            )
+
+            mocker.patch(
+                "airbyte_cdk.sources.declarative.auth.jwt.JwtAuthenticator.token",
+                new_callable=lambda: "token",
+            )
+
+            oauth = DeclarativeOauth2Authenticator(
+                token_refresh_endpoint="https://refresh_endpoint.com/",
+                config=config,
+                parameters={},
+                profile_assertion=jwt,
+                use_profile_assertion=True,
+            )
+            http_mocker.post(
+                HttpRequest(
+                    url="https://refresh_endpoint.com/",
+                    body="grant_type=urn%3Aietf%3Aparams%3Aoauth%3Agrant-type%3Ajwt-bearer&assertion=token",
+                ),
+                HttpResponse(body=json.dumps({"access_token": "access_token", "expires_in": 1000})),
+            )
+
+            token = oauth.refresh_access_token()
+
+        assert ("access_token", 1000) == token
+
+        filtered = filter_secrets("access_token")
+        assert filtered == "****"
+
     def test_error_handling(self, mocker):
         oauth = DeclarativeOauth2Authenticator(
             token_refresh_endpoint="{{ config['refresh_endpoint'] }}",
@@ -438,7 +481,7 @@ def test_error_handling(self, mocker):
 
 
 def mock_request(method, url, data, headers):
-    if url == "refresh_end":
+    if url == "https://refresh_endpoint.com":
         return resp
     raise Exception(
         f"Error while refreshing access token with request: {method}, {url}, {data}, {headers}"
diff --git a/unit_tests/sources/declarative/extractors/test_dpath_enhancing_extractor.py b/unit_tests/sources/declarative/extractors/test_dpath_enhancing_extractor.py
new file mode 100644
index 000000000..63f24f70e
--- /dev/null
+++ b/unit_tests/sources/declarative/extractors/test_dpath_enhancing_extractor.py
@@ -0,0 +1,224 @@
+#
+# Copyright (c) 2023 Airbyte, Inc., all rights reserved.
+#
+import io
+import json
+from typing import Dict, List, Union
+
+import pytest
+import requests
+
+from airbyte_cdk import Decoder
+from airbyte_cdk.sources.declarative.decoders.json_decoder import (
+    IterableDecoder,
+    JsonDecoder,
+    JsonlDecoder,
+)
+from airbyte_cdk.sources.declarative.extractors.dpath_enhancing_extractor import (
+    SERVICE_KEY_PARENT,
+    SERVICE_KEY_ROOT,
+    DpathEnhancingExtractor,
+)
+from airbyte_cdk.sources.declarative.extractors.record_extractor import (
+    SERVICE_KEY_PREFIX,
+)
+
+ROOT = SERVICE_KEY_PREFIX + SERVICE_KEY_ROOT
+PARENT = SERVICE_KEY_PREFIX + SERVICE_KEY_PARENT
+
+config = {"field": "record_array"}
+parameters = {"parameters_field": "record_array"}
+
+decoder_json = JsonDecoder(parameters={})
+decoder_jsonl = JsonlDecoder(parameters={})
+decoder_iterable = IterableDecoder(parameters={})
+
+
+def create_response(body: Union[Dict, bytes]):
+    response = requests.Response()
+    response.raw = io.BytesIO(body if isinstance(body, bytes) else json.dumps(body).encode("utf-8"))
+    return response
+
+
+@pytest.mark.parametrize(
+    "field_path, decoder, body, expected_records",
+    [
+        ([], decoder_json, b"", [{}]),  # The JSON contract is irregular, compare with JSONL
+        ([], decoder_json, {}, [{}]),
+        ([], decoder_json, [], []),
+        ([], decoder_json, {"id": 1}, [{"id": 1, ROOT: {'id': 1}}]),
+        ([], decoder_json, [{"id": 1}, {"id": 2}], [{"id": 1, ROOT:{"id": 1}}, {"id": 2, ROOT:{"id": 2}}]),
+        ([], decoder_json, [{"id": 1, "nested": {"id2": 2}}],
+                           [{"id": 1, "nested": {"id2": 2, PARENT:{"id":1}}, ROOT:{"id": 1, "nested": {"id2": 2}}}]),
+        (
+            [],
+            decoder_json,
+            [{"id": 1, "nested": {"id2": 2, "id3": 3}}],
+            [{"id": 1, "nested": {"id2": 2, "id3": 3, PARENT:{"id":1}}, ROOT:{"id": 1, "nested": {"id2": 2, "id3": 3}}}],
+        ),
+        (
+            [],
+            decoder_json,
+            [{"id": 1, "nested": {"id2": 2}}, {"id": 3, "nested": {"id4": 4}}],
+            [{"id": 1, "nested": {"id2": 2, PARENT:{"id":1}}, ROOT:{"id": 1, "nested": {"id2": 2}}},
+             {"id": 3, "nested": {"id4": 4, PARENT:{"id":3}}, ROOT:{"id": 3, "nested": {"id4": 4}}}],
+        ),
+        (
+            [],
+            decoder_json,
+            [{"id": 1, "nested": {"id2": 2, "id3": 3}}, {"id": 3, "nested": {"id4": 4, "id5": 5}}],
+            [{"id": 1, "nested": {"id2": 2, "id3": 3, PARENT:{"id":1}}, ROOT:{"id": 1, "nested": {"id2": 2, "id3": 3}}},
+             {"id": 3, "nested": {"id4": 4, "id5": 5, PARENT:{"id":3}}, ROOT:{"id": 3, "nested": {"id4": 4, "id5": 5}}}],
+        ),
+        (["data"], decoder_json, {"data": {"id": 1}}, [{"id": 1, ROOT:{"data": {"id": 1}}}]),
+        (["data"], decoder_json, {"data": [{"id": 1}, {"id": 2}]},
+         [{"id": 1, ROOT:{"data": [{"id": 1}, {"id": 2}]}},
+          {"id": 2, ROOT:{"data": [{"id": 1}, {"id": 2}]}}]),
+
+        (["data"], decoder_json, {"data": [{"id": 1}, {"id": 2}],"id3":3},
+         [{"id": 1, PARENT:{"id3":3}, ROOT:{"data": [{"id": 1}, {"id": 2}], "id3":3}},
+          {"id": 2, PARENT:{"id3":3}, ROOT:{"data": [{"id": 1}, {"id": 2}], "id3":3}}]),
+        (
+            ["data"],
+            decoder_json,
+            {"data": [{"id": 1, "nested": {"id2": 2}}]},
+            [{"id": 1, "nested": {"id2": 2, PARENT:{"id":1}}, ROOT:{"data": [{"id": 1, "nested": {"id2": 2}}]}}],
+        ),
+        (
+            ["data"],
+            decoder_json,
+            {"data": [{"id": 1, "nested": {"id2": 2}}],"id3":3},
+            [{"id": 1, "nested": {"id2": 2, PARENT:{"id":1,PARENT:{"id3":3}}},PARENT:{"id3":3}, ROOT:{"data": [{"id": 1, "nested": {"id2": 2}}], "id3":3}}],
+        ),
+        (
+            ["data"],
+            decoder_json,
+            {"data": [{"id": 1, "nested": {"id2": 2, "id3": 3}}]},
+            [{"id": 1, "nested": {"id2": 2, "id3": 3,PARENT:{"id":1}},ROOT:{"data": [{"id": 1, "nested": {"id2": 2, "id3": 3}}]}}],
+        ),
+        (
+            ["data"],
+            decoder_json,
+            {"data": [{"id": 1, "nested": {"id2": 2}}, {"id": 3, "nested": {"id4": 4}}]},
+            [{"id": 1, "nested": {"id2": 2,PARENT:{"id":1}},ROOT:{"data": [{"id": 1, "nested": {"id2": 2}}, {"id": 3, "nested": {"id4": 4}}]}},
+             {"id": 3, "nested": {"id4": 4,PARENT:{"id":3}},ROOT:{"data": [{"id": 1, "nested": {"id2": 2}}, {"id": 3, "nested": {"id4": 4}}]}}],
+
+        ),
+        (
+            ["data"],
+            decoder_json,
+            {
+                "data": [
+                    {"id": 1, "nested": {"id2": 2, "id3": 3}},
+                    {"id": 3, "nested": {"id4": 4, "id5": 5}},
+                ]
+            },
+            [{"id": 1, "nested": {"id2": 2, "id3": 3,PARENT:{"id":1}}, ROOT:{
+                "data": [
+                    {"id": 1, "nested": {"id2": 2, "id3": 3}},
+                    {"id": 3, "nested": {"id4": 4, "id5": 5}},
+                ]
+            }},
+             {"id": 3, "nested": {"id4": 4, "id5": 5,PARENT:{"id":3}}, ROOT:{
+                "data": [
+                    {"id": 1, "nested": {"id2": 2, "id3": 3}},
+                    {"id": 3, "nested": {"id4": 4, "id5": 5}},
+                ]
+            }}],
+        ),
+        (
+            ["data", "records"],
+            decoder_json,
+            {"data": {"records": [{"id": 1}, {"id": 2}]}},
+            [{"id": 1, ROOT:{"data": {"records": [{"id": 1}, {"id": 2}]}}},
+             {"id": 2, ROOT:{"data": {"records": [{"id": 1}, {"id": 2}]}}}],
+        ),
+        (
+            ["{{ config['field'] }}"],
+            decoder_json,
+            {"record_array": [{"id": 1}, {"id": 2}]},
+            [{"id": 1, ROOT:{"record_array": [{"id": 1}, {"id": 2}]}},
+             {"id": 2, ROOT:{"record_array": [{"id": 1}, {"id": 2}]}}],
+        ),
+        (
+            ["{{ parameters['parameters_field'] }}"],
+            decoder_json,
+            {"record_array": [{"id": 1}, {"id": 2}]},
+            [{"id": 1, ROOT:{"record_array": [{"id": 1}, {"id": 2}]}},
+             {"id": 2, ROOT:{"record_array": [{"id": 1}, {"id": 2}]}}],
+        ),
+        (["record"], decoder_json, {"id": 1}, []),
+        (["list", "*", "item"],
+         decoder_json,
+         {"list": [{"item": {"id": "1"}}]},
+         [{"id": "1", ROOT:{"list": [{"item": {"id": "1"}}]}}]),
+        (
+            ["data", "*", "list", "data2", "*"],
+            decoder_json,
+            {
+                "data": [
+                    {"list": {"data2": [{"id": 1}, {"id": 2}]}},
+                    {"list": {"data2": [{"id": 3}, {"id": 4}]}},
+                ]
+            },
+            [{"id": 1, ROOT:{
+                "data": [
+                    {"list": {"data2": [{"id": 1}, {"id": 2}]}},
+                    {"list": {"data2": [{"id": 3}, {"id": 4}]}},
+                ]
+            }},
+             {"id": 2, ROOT:{
+                "data": [
+                    {"list": {"data2": [{"id": 1}, {"id": 2}]}},
+                    {"list": {"data2": [{"id": 3}, {"id": 4}]}},
+                ]
+            }},
+             {"id": 3, ROOT:{
+                "data": [
+                    {"list": {"data2": [{"id": 1}, {"id": 2}]}},
+                    {"list": {"data2": [{"id": 3}, {"id": 4}]}},
+                ]
+            }},
+             {"id": 4, ROOT:{
+                "data": [
+                    {"list": {"data2": [{"id": 1}, {"id": 2}]}},
+                    {"list": {"data2": [{"id": 3}, {"id": 4}]}},
+                ]
+            }}],
+        )
+    ],
+    ids=[
+        "test_extract_from_empty_string",
+        "test_extract_from_empty_object",
+        "test_extract_from_empty_array",
+        "test_extract_from_nonempty_object",
+        "test_extract_from_nonempty_array",
+        "test_extract_from_nonempty_array_with_nested_array",
+        "test_extract_from_nonempty_array_with_nested_array2",
+        "test_extract_from_nonempty_array2_with_nested_array",
+        "test_extract_from_nonempty_array2_with_nested_array2",
+        "test_extract_single_record_from_root_empty_parent",
+        "test_extract_single_record_from_root",
+        "test_extract_from_root_array",
+        "test_extract_path_from_nonempty_array_with_nested_array_empty_parent",
+        "test_extract_path_from_nonempty_array_with_nested_array",
+        "test_extract_path_from_nonempty_array_with_nested_array2",
+        "test_extract_path_from_nonempty_array2_with_nested_array",
+        "test_extract_path_from_nonempty_array2_with_nested_array2",
+        "test_nested_field",
+        "test_field_in_config",
+        "test_field_in_parameters",
+        "test_field_does_not_exist",
+        "test_nested_list",
+        "test_complex_nested_list"
+    ],
+)
+def test_dpath_extractor(field_path: List, decoder: Decoder, body, expected_records: List):
+    extractor = DpathEnhancingExtractor(
+        field_path=field_path, config=config, decoder=decoder, parameters=parameters
+    )
+
+    response = create_response(body)
+    actual_records = list(extractor.extract_records(response))
+
+    assert actual_records == expected_records
diff --git a/unit_tests/sources/declarative/extractors/test_dpath_extractor.py b/unit_tests/sources/declarative/extractors/test_dpath_extractor.py
index f039d46f2..a37ee559e 100644
--- a/unit_tests/sources/declarative/extractors/test_dpath_extractor.py
+++ b/unit_tests/sources/declarative/extractors/test_dpath_extractor.py
@@ -16,7 +16,6 @@
 )
 from airbyte_cdk.sources.declarative.extractors.dpath_extractor import DpathExtractor
 from airbyte_cdk.sources.declarative.extractors.record_extractor import (
-    assert_service_keys_exist,
     exclude_service_keys,
 )
 
@@ -193,11 +192,4 @@ def test_dpath_extractor(field_path: List, decoder: Decoder, body, expected_reco
     response = create_response(body)
     actual_records = list(extractor.extract_records(response))
 
-    for record in actual_records:
-        if record != {}:
-            # A valid JSON parsed, see the contract
-            assert_service_keys_exist(record)
-
-    actual_records = [exclude_service_keys(record) for record in actual_records]
-
     assert actual_records == expected_records
diff --git a/unit_tests/sources/declarative/extractors/test_record_extractor.py b/unit_tests/sources/declarative/extractors/test_record_extractor.py
index 3b5bf6333..54827cc03 100644
--- a/unit_tests/sources/declarative/extractors/test_record_extractor.py
+++ b/unit_tests/sources/declarative/extractors/test_record_extractor.py
@@ -7,10 +7,8 @@
 
 from airbyte_cdk.sources.declarative.extractors.record_extractor import (
     SERVICE_KEY_PREFIX,
-    assert_service_keys_exist,
     exclude_service_keys,
     is_service_key,
-    remove_service_keys,
 )
 
 
@@ -29,45 +27,6 @@ def test_exclude_service_keys(original: Mapping, expected: Mapping):
     assert exclude_service_keys(original) == expected
 
 
-@pytest.mark.parametrize(
-    "original, expected",
-    [
-        ({}, {}),
-        ({"k": "v"}, {"k": "v"}),
-        ({"k": "v", "k2": "v"}, {"k": "v", "k2": "v"}),
-        ({SERVICE_KEY_PREFIX + "k": "v"}, {}),
-        ({SERVICE_KEY_PREFIX + "k": "v", "k": "v"}, {"k": "v"}),
-        ({SERVICE_KEY_PREFIX + "k": "v", "k": "v", "k2": "v"}, {"k": "v", "k2": "v"}),
-    ],
-)
-def test_remove_service_keys(original: Mapping, expected: Mapping):
-    remove_service_keys(original)
-    assert original == expected
-
-
-@pytest.mark.parametrize(
-    "original",
-    [
-        ({SERVICE_KEY_PREFIX + "k": "v"}),
-        ({SERVICE_KEY_PREFIX + "k": "v", "k": "v"}),
-        ({SERVICE_KEY_PREFIX + "k": "v", "k": "v", "k2": "v"}),
-    ],
-)
-def test_verify_service_keys(original: Mapping):
-    assert_service_keys_exist(original)
-
-
-@pytest.mark.parametrize("original", [({}), ({"k": "v"}), ({"k": "v", "k2": "v"})])
-def test_verify_no_service_keys(original: Mapping):
-    try:
-        assert_service_keys_exist(original)
-        success = False
-    except:  # OK, expected
-        success = True
-
-    assert success, "Expected no service keys were found"
-
-
 def test_service_field():
     assert is_service_key(SERVICE_KEY_PREFIX + "name")
 
diff --git a/unit_tests/sources/declarative/extractors/test_record_filter.py b/unit_tests/sources/declarative/extractors/test_record_filter.py
index 12f06a94e..5df391327 100644
--- a/unit_tests/sources/declarative/extractors/test_record_filter.py
+++ b/unit_tests/sources/declarative/extractors/test_record_filter.py
@@ -290,8 +290,7 @@ def test_client_side_record_filter_decorator_no_parent_stream(
         config={},
         condition=record_filter_expression,
         parameters={},
-        date_time_based_cursor=date_time_based_cursor,
-        substream_cursor=None,
+        cursor=date_time_based_cursor,
     )
 
     filtered_records = list(
@@ -429,8 +428,7 @@ def date_time_based_cursor_factory() -> DatetimeBasedCursor:
     record_filter_decorator = ClientSideIncrementalRecordFilterDecorator(
         config={},
         parameters={},
-        date_time_based_cursor=date_time_based_cursor,
-        substream_cursor=substream_cursor,
+        cursor=substream_cursor or date_time_based_cursor,
     )
 
     # The partition we're testing
diff --git a/unit_tests/sources/declarative/extractors/test_record_selector.py b/unit_tests/sources/declarative/extractors/test_record_selector.py
index 71739cf85..a1e9fc80b 100644
--- a/unit_tests/sources/declarative/extractors/test_record_selector.py
+++ b/unit_tests/sources/declarative/extractors/test_record_selector.py
@@ -9,14 +9,11 @@
 import requests
 
 from airbyte_cdk.sources.declarative.decoders.json_decoder import JsonDecoder
-from airbyte_cdk.sources.declarative.extractors.dpath_extractor import (
-    RECORD_ROOT_KEY,
-    DpathExtractor,
-)
-from airbyte_cdk.sources.declarative.extractors.record_extractor import (
-    assert_service_keys_exist,
-    exclude_service_keys,
+from airbyte_cdk.sources.declarative.extractors.dpath_enhancing_extractor import (
+    SERVICE_KEY_PARENT,
+    SERVICE_KEY_ROOT,
 )
+from airbyte_cdk.sources.declarative.extractors.dpath_extractor import DpathExtractor
 from airbyte_cdk.sources.declarative.extractors.record_filter import RecordFilter
 from airbyte_cdk.sources.declarative.extractors.record_selector import RecordSelector
 from airbyte_cdk.sources.declarative.transformations import RecordTransformation
@@ -111,19 +108,6 @@
             [],
             [],
         ),
-        (
-            "test_the original response is available in filters and transformations",
-            ["data"],
-            "{{ record['created_at'] == record['" + RECORD_ROOT_KEY + "'].data[1].created_at }}",
-            {
-                "data": [
-                    {"id": 1, "created_at": "06-06-21"},
-                    {"id": 2, "created_at": "06-07-21"},
-                    {"id": 3, "created_at": "06-08-21"},
-                ]
-            },
-            [{"id": 2, "created_at": "06-07-21"}],
-        ),
     ],
 )
 def test_record_filter(test_name, field_path, filter_template, body, expected_data):
@@ -166,10 +150,9 @@ def test_record_filter(test_name, field_path, filter_template, body, expected_da
             next_page_token=next_page_token,
         )
     )
-
-    actual_records = [exclude_service_keys(record) for record in actual_records]
-    assert actual_records == expected_data
-
+    assert actual_records == [
+        Record(data=data, associated_slice=stream_slice, stream_name="") for data in expected_data
+    ]
 
 @pytest.mark.parametrize(
     "test_name, schema, schema_transformation, body, expected_data",
@@ -241,9 +224,7 @@ def test_schema_normalization(test_name, schema, schema_transformation, body, ex
         )
     )
 
-    actual_records = [exclude_service_keys(record) for record in actual_records]
-
-    assert actual_records == expected_data
+    assert actual_records == [Record(data, stream_slice) for data in expected_data]
 
 
 def create_response(body):
diff --git a/unit_tests/sources/declarative/incremental/test_concurrent_perpartitioncursor.py b/unit_tests/sources/declarative/incremental/test_concurrent_perpartitioncursor.py
new file mode 100644
index 000000000..3fc9e0015
--- /dev/null
+++ b/unit_tests/sources/declarative/incremental/test_concurrent_perpartitioncursor.py
@@ -0,0 +1,2892 @@
+# Copyright (c) 2024 Airbyte, Inc., all rights reserved.
+
+from copy import deepcopy
+from datetime import datetime, timedelta
+from typing import Any, List, Mapping, MutableMapping, Optional, Union
+from urllib.parse import unquote
+
+import pytest
+from orjson import orjson
+
+from airbyte_cdk.models import (
+    AirbyteStateBlob,
+    AirbyteStateMessage,
+    AirbyteStateType,
+    AirbyteStreamState,
+    StreamDescriptor,
+)
+from airbyte_cdk.sources.declarative.concurrent_declarative_source import (
+    ConcurrentDeclarativeSource,
+)
+from airbyte_cdk.test.catalog_builder import CatalogBuilder, ConfiguredAirbyteStreamBuilder
+from airbyte_cdk.test.entrypoint_wrapper import EntrypointOutput, read
+
+SUBSTREAM_MANIFEST: MutableMapping[str, Any] = {
+    "version": "0.51.42",
+    "type": "DeclarativeSource",
+    "check": {"type": "CheckStream", "stream_names": ["post_comment_votes"]},
+    "definitions": {
+        "basic_authenticator": {
+            "type": "BasicHttpAuthenticator",
+            "username": "{{ config['credentials']['email'] + '/token' }}",
+            "password": "{{ config['credentials']['api_token'] }}",
+        },
+        "retriever": {
+            "type": "SimpleRetriever",
+            "requester": {
+                "type": "HttpRequester",
+                "url_base": "https://api.example.com",
+                "http_method": "GET",
+                "authenticator": "#/definitions/basic_authenticator",
+            },
+            "record_selector": {
+                "type": "RecordSelector",
+                "extractor": {
+                    "type": "DpathExtractor",
+                    "field_path": ["{{ parameters.get('data_path') or parameters['name'] }}"],
+                },
+                "schema_normalization": "Default",
+            },
+            "paginator": {
+                "type": "DefaultPaginator",
+                "page_size_option": {
+                    "type": "RequestOption",
+                    "field_name": "per_page",
+                    "inject_into": "request_parameter",
+                },
+                "pagination_strategy": {
+                    "type": "CursorPagination",
+                    "page_size": 100,
+                    "cursor_value": "{{ response.get('next_page', {}) }}",
+                    "stop_condition": "{{ not response.get('next_page', {}) }}",
+                },
+                "page_token_option": {"type": "RequestPath"},
+            },
+        },
+        "cursor_incremental_sync": {
+            "type": "DatetimeBasedCursor",
+            "cursor_datetime_formats": ["%Y-%m-%dT%H:%M:%SZ", "%Y-%m-%dT%H:%M:%S%z"],
+            "datetime_format": "%Y-%m-%dT%H:%M:%SZ",
+            "cursor_field": "{{ parameters.get('cursor_field',  'updated_at') }}",
+            "start_datetime": {"datetime": "{{ config.get('start_date')}}"},
+            "start_time_option": {
+                "inject_into": "request_parameter",
+                "field_name": "start_time",
+                "type": "RequestOption",
+            },
+        },
+        "posts_stream": {
+            "type": "DeclarativeStream",
+            "name": "posts",
+            "primary_key": ["id"],
+            "schema_loader": {
+                "type": "InlineSchemaLoader",
+                "schema": {
+                    "$schema": "http://json-schema.org/schema#",
+                    "properties": {
+                        "id": {"type": "integer"},
+                        "updated_at": {"type": "string", "format": "date-time"},
+                        "title": {"type": "string"},
+                        "content": {"type": "string"},
+                    },
+                    "type": "object",
+                },
+            },
+            "retriever": {
+                "type": "SimpleRetriever",
+                "requester": {
+                    "type": "HttpRequester",
+                    "url_base": "https://api.example.com",
+                    "path": "/community/posts",
+                    "http_method": "GET",
+                    "authenticator": "#/definitions/basic_authenticator",
+                },
+                "record_selector": "#/definitions/retriever/record_selector",
+                "paginator": "#/definitions/retriever/paginator",
+            },
+            "incremental_sync": "#/definitions/cursor_incremental_sync",
+            "$parameters": {
+                "name": "posts",
+                "path": "community/posts",
+                "data_path": "posts",
+                "cursor_field": "updated_at",
+                "primary_key": "id",
+            },
+        },
+        "post_comments_stream": {
+            "type": "DeclarativeStream",
+            "name": "post_comments",
+            "primary_key": ["id"],
+            "schema_loader": {
+                "type": "InlineSchemaLoader",
+                "schema": {
+                    "$schema": "http://json-schema.org/schema#",
+                    "properties": {
+                        "id": {"type": "integer"},
+                        "updated_at": {"type": "string", "format": "date-time"},
+                        "post_id": {"type": "integer"},
+                        "comment": {"type": "string"},
+                    },
+                    "type": "object",
+                },
+            },
+            "retriever": {
+                "type": "SimpleRetriever",
+                "requester": {
+                    "type": "HttpRequester",
+                    "url_base": "https://api.example.com",
+                    "path": "/community/posts/{{ stream_slice.id }}/comments",
+                    "http_method": "GET",
+                    "authenticator": "#/definitions/basic_authenticator",
+                },
+                "record_selector": {
+                    "type": "RecordSelector",
+                    "extractor": {"type": "DpathExtractor", "field_path": ["comments"]},
+                    "record_filter": {
+                        "condition": "{{ record['updated_at'] >= stream_state.get('updated_at', config.get('start_date')) }}"
+                    },
+                },
+                "paginator": "#/definitions/retriever/paginator",
+                "partition_router": {
+                    "type": "SubstreamPartitionRouter",
+                    "parent_stream_configs": [
+                        {
+                            "stream": "#/definitions/posts_stream",
+                            "parent_key": "id",
+                            "partition_field": "id",
+                            "incremental_dependency": True,
+                        }
+                    ],
+                },
+            },
+            "incremental_sync": {
+                "type": "DatetimeBasedCursor",
+                "cursor_datetime_formats": ["%Y-%m-%dT%H:%M:%SZ", "%Y-%m-%dT%H:%M:%S%z"],
+                "datetime_format": "%Y-%m-%dT%H:%M:%SZ",
+                "cursor_field": "{{ parameters.get('cursor_field',  'updated_at') }}",
+                "start_datetime": {"datetime": "{{ config.get('start_date') }}"},
+            },
+            "$parameters": {
+                "name": "post_comments",
+                "path": "community/posts/{{ stream_slice.id }}/comments",
+                "data_path": "comments",
+                "cursor_field": "updated_at",
+                "primary_key": "id",
+            },
+        },
+        "post_comment_votes_stream": {
+            "type": "DeclarativeStream",
+            "name": "post_comment_votes",
+            "primary_key": ["id"],
+            "schema_loader": {
+                "type": "InlineSchemaLoader",
+                "schema": {
+                    "$schema": "http://json-schema.org/schema#",
+                    "properties": {
+                        "id": {"type": "integer"},
+                        "created_at": {"type": "string", "format": "date-time"},
+                        "comment_id": {"type": "integer"},
+                        "vote": {"type": "number"},
+                    },
+                    "type": "object",
+                },
+            },
+            "retriever": {
+                "type": "SimpleRetriever",
+                "requester": {
+                    "type": "HttpRequester",
+                    "url_base": "https://api.example.com",
+                    "path": "/community/posts/{{ stream_slice.parent_slice.id }}/comments/{{ stream_slice.id }}/votes",
+                    "http_method": "GET",
+                    "authenticator": "#/definitions/basic_authenticator",
+                },
+                "record_selector": "#/definitions/retriever/record_selector",
+                "paginator": "#/definitions/retriever/paginator",
+                "partition_router": {
+                    "type": "SubstreamPartitionRouter",
+                    "parent_stream_configs": [
+                        {
+                            "stream": "#/definitions/post_comments_stream",
+                            "parent_key": "id",
+                            "partition_field": "id",
+                            "incremental_dependency": True,
+                            "extra_fields": [["updated_at"]],
+                        }
+                    ],
+                },
+            },
+            "transformations": [
+                {
+                    "type": "AddFields",
+                    "fields": [
+                        {
+                            "path": ["comment_updated_at"],
+                            "value_type": "string",
+                            "value": "{{ stream_slice.extra_fields['updated_at'] }}",
+                        },
+                    ],
+                },
+            ],
+            "incremental_sync": "#/definitions/cursor_incremental_sync",
+            "$parameters": {
+                "name": "post_comment_votes",
+                "path": "community/posts/{{ stream_slice.parent_slice.id }}/comments/{{ stream_slice.id }}/votes",
+                "data_path": "votes",
+                "cursor_field": "created_at",
+                "primary_key": "id",
+            },
+        },
+    },
+    "streams": [
+        {"$ref": "#/definitions/posts_stream"},
+        {"$ref": "#/definitions/post_comments_stream"},
+        {"$ref": "#/definitions/post_comment_votes_stream"},
+    ],
+    "concurrency_level": {
+        "type": "ConcurrencyLevel",
+        "default_concurrency": "{{ config['num_workers'] or 10 }}",
+        "max_concurrency": 25,
+    },
+    "spec": {
+        "type": "Spec",
+        "documentation_url": "https://airbyte.com/#yaml-from-manifest",
+        "connection_specification": {
+            "title": "Test Spec",
+            "type": "object",
+            "required": ["credentials", "start_date"],
+            "additionalProperties": False,
+            "properties": {
+                "credentials": {
+                    "type": "object",
+                    "required": ["email", "api_token"],
+                    "properties": {
+                        "email": {
+                            "type": "string",
+                            "title": "Email",
+                            "description": "The email for authentication.",
+                        },
+                        "api_token": {
+                            "type": "string",
+                            "airbyte_secret": True,
+                            "title": "API Token",
+                            "description": "The API token for authentication.",
+                        },
+                    },
+                },
+                "start_date": {
+                    "type": "string",
+                    "format": "date-time",
+                    "title": "Start Date",
+                    "description": "The date from which to start syncing data.",
+                },
+            },
+        },
+    },
+}
+
+STREAM_NAME = "post_comment_votes"
+CONFIG = {
+    "start_date": "2024-01-01T00:00:01Z",
+    "credentials": {"email": "email", "api_token": "api_token"},
+}
+
+SUBSTREAM_MANIFEST_NO_DEPENDENCY = deepcopy(SUBSTREAM_MANIFEST)
+# Disable incremental_dependency
+SUBSTREAM_MANIFEST_NO_DEPENDENCY["definitions"]["post_comments_stream"]["retriever"][
+    "partition_router"
+]["parent_stream_configs"][0]["incremental_dependency"] = False
+SUBSTREAM_MANIFEST_NO_DEPENDENCY["definitions"]["post_comment_votes_stream"]["retriever"][
+    "partition_router"
+]["parent_stream_configs"][0]["incremental_dependency"] = False
+
+import orjson
+import requests_mock
+
+
+def run_mocked_test(
+    mock_requests, manifest, config, stream_name, initial_state, expected_records, expected_state
+):
+    """
+    Helper function to mock requests, run the test, and verify the results.
+
+    Args:
+        mock_requests (list): List of tuples containing the URL and response data to mock.
+        manifest (dict): Manifest configuration for the source.
+        config (dict): Source configuration.
+        stream_name (str): Name of the stream being tested.
+        initial_state (dict): Initial state for the stream.
+        expected_records (list): Expected records to be returned by the stream.
+        expected_state (dict): Expected state after processing the records.
+
+    Raises:
+        AssertionError: If the test output does not match the expected records or state.
+    """
+    with requests_mock.Mocker() as m:
+        for url, response in mock_requests:
+            if response is None:
+                m.get(url, status_code=404)
+            else:
+                m.get(url, json=response)
+
+        initial_state = [
+            AirbyteStateMessage(
+                type=AirbyteStateType.STREAM,
+                stream=AirbyteStreamState(
+                    stream_descriptor=StreamDescriptor(name=stream_name, namespace=None),
+                    stream_state=AirbyteStateBlob(initial_state),
+                ),
+            )
+        ]
+        output = _run_read(manifest, config, stream_name, initial_state)
+
+        # Verify records
+        assert sorted([r.record.data for r in output.records], key=lambda x: x["id"]) == sorted(
+            expected_records, key=lambda x: x["id"]
+        )
+
+        # Verify state
+        final_state = output.state_messages[-1].state.stream.stream_state
+        assert final_state.__dict__ == expected_state
+
+        # Verify that each request was made exactly once
+        for url, _ in mock_requests:
+            request_count = len(
+                [req for req in m.request_history if unquote(req.url) == unquote(url)]
+            )
+            assert (
+                request_count == 1
+            ), f"URL {url} was called {request_count} times, expected exactly once."
+
+
+def _run_read(
+    manifest: Mapping[str, Any],
+    config: Mapping[str, Any],
+    stream_name: str,
+    state: Optional[Union[List[AirbyteStateMessage], MutableMapping[str, Any]]] = None,
+) -> EntrypointOutput:
+    source = ConcurrentDeclarativeSource(
+        source_config=manifest, config=config, catalog=None, state=state
+    )
+    output = read(
+        source,
+        config,
+        CatalogBuilder()
+        .with_stream(ConfiguredAirbyteStreamBuilder().with_name(stream_name))
+        .build(),
+    )
+    return output
+
+
+# Existing Constants for Dates
+START_DATE = "2024-01-01T00:00:01Z"  # Start of the sync
+POST_1_UPDATED_AT = "2024-01-30T00:00:00Z"  # Latest update date for post 1
+POST_2_UPDATED_AT = "2024-01-29T00:00:00Z"  # Latest update date for post 2
+POST_3_UPDATED_AT = "2024-01-28T00:00:00Z"  # Latest update date for post 3
+
+COMMENT_9_OLDEST = "2023-01-01T00:00:00Z"  # Comment in partition 1 - filtered out due to date
+COMMENT_10_UPDATED_AT = "2024-01-25T00:00:00Z"  # Latest comment in partition 1
+COMMENT_11_UPDATED_AT = "2024-01-24T00:00:00Z"  # Comment in partition 1
+COMMENT_12_UPDATED_AT = "2024-01-23T00:00:00Z"  # Comment in partition 1
+COMMENT_20_UPDATED_AT = "2024-01-22T00:00:00Z"  # Latest comment in partition 2
+COMMENT_21_UPDATED_AT = "2024-01-21T00:00:00Z"  # Comment in partition 2
+COMMENT_30_UPDATED_AT = "2024-01-09T00:00:00Z"  # Latest comment in partition 3
+LOOKBACK_WINDOW_DAYS = 1  # Lookback window duration in days
+
+# Votes Date Constants
+VOTE_100_CREATED_AT = "2024-01-15T00:00:00Z"  # Latest vote in partition 10
+VOTE_101_CREATED_AT = "2024-01-14T00:00:00Z"  # Second-latest vote in partition 10
+VOTE_111_CREATED_AT = "2024-01-13T00:00:00Z"  # Latest vote in partition 11
+VOTE_200_CREATED_AT = "2024-01-12T00:00:00Z"  # Latest vote in partition 20
+VOTE_210_CREATED_AT = "2024-01-12T00:00:15Z"  # Latest vote in partition 21
+VOTE_300_CREATED_AT = "2024-01-10T00:00:00Z"  # Latest vote in partition 30
+
+# Initial State Constants
+PARENT_COMMENT_CURSOR_PARTITION_1 = "2023-01-04T00:00:00Z"  # Parent comment cursor (partition)
+PARENT_POSTS_CURSOR = "2024-01-05T00:00:00Z"  # Parent posts cursor (expected in state)
+
+INITIAL_STATE_PARTITION_10_CURSOR = "2024-01-02T00:00:01Z"
+INITIAL_STATE_PARTITION_11_CURSOR = "2024-01-03T00:00:02Z"
+INITIAL_GLOBAL_CURSOR = INITIAL_STATE_PARTITION_11_CURSOR
+INITIAL_GLOBAL_CURSOR_DATE = datetime.fromisoformat(
+    INITIAL_STATE_PARTITION_11_CURSOR.replace("Z", "")
+)
+LOOKBACK_DATE = (
+    INITIAL_GLOBAL_CURSOR_DATE - timedelta(days=LOOKBACK_WINDOW_DAYS)
+).isoformat() + "Z"
+
+PARTITION_SYNC_START_TIME = "2024-01-02T00:00:00Z"
+
+
+@pytest.mark.parametrize(
+    "test_name, manifest, mock_requests, expected_records, initial_state, expected_state",
+    [
+        (
+            "test_incremental_parent_state",
+            SUBSTREAM_MANIFEST_NO_DEPENDENCY,
+            [
+                # Fetch the first page of posts
+                (
+                    f"https://api.example.com/community/posts?per_page=100&start_time={START_DATE}",
+                    {
+                        "posts": [
+                            {"id": 1, "updated_at": POST_1_UPDATED_AT},
+                            {"id": 2, "updated_at": POST_2_UPDATED_AT},
+                        ],
+                        "next_page": f"https://api.example.com/community/posts?per_page=100&start_time={START_DATE}&page=2",
+                    },
+                ),
+                # Fetch the second page of posts
+                (
+                    f"https://api.example.com/community/posts?per_page=100&start_time={START_DATE}&page=2",
+                    {"posts": [{"id": 3, "updated_at": POST_3_UPDATED_AT}]},
+                ),
+                # Fetch the first page of comments for post 1
+                (
+                    "https://api.example.com/community/posts/1/comments?per_page=100",
+                    {
+                        "comments": [
+                            {
+                                "id": 9,
+                                "post_id": 1,
+                                "updated_at": COMMENT_9_OLDEST,  # No requests for comment 9, filtered out due to the date
+                            },
+                            {
+                                "id": 10,
+                                "post_id": 1,
+                                "updated_at": COMMENT_10_UPDATED_AT,
+                            },
+                            {
+                                "id": 11,
+                                "post_id": 1,
+                                "updated_at": COMMENT_11_UPDATED_AT,
+                            },
+                        ],
+                        "next_page": "https://api.example.com/community/posts/1/comments?per_page=100&page=2",
+                    },
+                ),
+                # Fetch the second page of comments for post 1
+                (
+                    "https://api.example.com/community/posts/1/comments?per_page=100&page=2",
+                    {
+                        "comments": [
+                            {
+                                "id": 12,
+                                "post_id": 1,
+                                "updated_at": COMMENT_12_UPDATED_AT,
+                            }
+                        ]
+                    },
+                ),
+                # Fetch the first page of votes for comment 10 of post 1
+                (
+                    f"https://api.example.com/community/posts/1/comments/10/votes?per_page=100&start_time={INITIAL_STATE_PARTITION_10_CURSOR}",
+                    {
+                        "votes": [
+                            {
+                                "id": 100,
+                                "comment_id": 10,
+                                "created_at": VOTE_100_CREATED_AT,
+                            }
+                        ],
+                        "next_page": f"https://api.example.com/community/posts/1/comments/10/votes?per_page=100&page=2&start_time={INITIAL_STATE_PARTITION_10_CURSOR}",
+                    },
+                ),
+                # Fetch the second page of votes for comment 10 of post 1
+                (
+                    f"https://api.example.com/community/posts/1/comments/10/votes?per_page=100&page=2&start_time={INITIAL_STATE_PARTITION_10_CURSOR}",
+                    {
+                        "votes": [
+                            {
+                                "id": 101,
+                                "comment_id": 10,
+                                "created_at": VOTE_101_CREATED_AT,
+                            }
+                        ]
+                    },
+                ),
+                # Fetch the first page of votes for comment 11 of post 1
+                (
+                    f"https://api.example.com/community/posts/1/comments/11/votes?per_page=100&start_time={INITIAL_STATE_PARTITION_11_CURSOR}",
+                    {
+                        "votes": [
+                            {
+                                "id": 111,
+                                "comment_id": 11,
+                                "created_at": VOTE_111_CREATED_AT,
+                            }
+                        ]
+                    },
+                ),
+                # Fetch the first page of votes for comment 12 of post 1
+                (
+                    f"https://api.example.com/community/posts/1/comments/12/votes?per_page=100&start_time={LOOKBACK_DATE}",
+                    {"votes": []},
+                ),
+                # Fetch the first page of comments for post 2
+                (
+                    "https://api.example.com/community/posts/2/comments?per_page=100",
+                    {
+                        "comments": [
+                            {
+                                "id": 20,
+                                "post_id": 2,
+                                "updated_at": COMMENT_20_UPDATED_AT,
+                            }
+                        ],
+                        "next_page": "https://api.example.com/community/posts/2/comments?per_page=100&page=2",
+                    },
+                ),
+                # Fetch the second page of comments for post 2
+                (
+                    "https://api.example.com/community/posts/2/comments?per_page=100&page=2",
+                    {
+                        "comments": [
+                            {
+                                "id": 21,
+                                "post_id": 2,
+                                "updated_at": COMMENT_21_UPDATED_AT,
+                            }
+                        ]
+                    },
+                ),
+                # Fetch the first page of votes for comment 20 of post 2
+                (
+                    f"https://api.example.com/community/posts/2/comments/20/votes?per_page=100&start_time={LOOKBACK_DATE}",
+                    {
+                        "votes": [
+                            {
+                                "id": 200,
+                                "comment_id": 20,
+                                "created_at": VOTE_200_CREATED_AT,
+                            }
+                        ]
+                    },
+                ),
+                # Fetch the first page of votes for comment 21 of post 2
+                (
+                    f"https://api.example.com/community/posts/2/comments/21/votes?per_page=100&start_time={LOOKBACK_DATE}",
+                    {
+                        "votes": [
+                            {
+                                "id": 210,
+                                "comment_id": 21,
+                                "created_at": VOTE_210_CREATED_AT,
+                            }
+                        ]
+                    },
+                ),
+                # Fetch the first page of comments for post 3
+                (
+                    "https://api.example.com/community/posts/3/comments?per_page=100",
+                    {
+                        "comments": [
+                            {
+                                "id": 30,
+                                "post_id": 3,
+                                "updated_at": COMMENT_30_UPDATED_AT,
+                            }
+                        ]
+                    },
+                ),
+                # Fetch the first page of votes for comment 30 of post 3
+                (
+                    f"https://api.example.com/community/posts/3/comments/30/votes?per_page=100&start_time={LOOKBACK_DATE}",
+                    {
+                        "votes": [
+                            {
+                                "id": 300,
+                                "comment_id": 30,
+                                "created_at": VOTE_300_CREATED_AT,
+                            }
+                        ]
+                    },
+                ),
+            ],
+            # Expected records
+            [
+                {
+                    "comment_id": 10,
+                    "comment_updated_at": COMMENT_10_UPDATED_AT,
+                    "created_at": VOTE_100_CREATED_AT,
+                    "id": 100,
+                },
+                {
+                    "comment_id": 10,
+                    "comment_updated_at": COMMENT_10_UPDATED_AT,
+                    "created_at": VOTE_101_CREATED_AT,
+                    "id": 101,
+                },
+                {
+                    "comment_id": 11,
+                    "comment_updated_at": COMMENT_11_UPDATED_AT,
+                    "created_at": VOTE_111_CREATED_AT,
+                    "id": 111,
+                },
+                {
+                    "comment_id": 20,
+                    "comment_updated_at": COMMENT_20_UPDATED_AT,
+                    "created_at": VOTE_200_CREATED_AT,
+                    "id": 200,
+                },
+                {
+                    "comment_id": 21,
+                    "comment_updated_at": COMMENT_21_UPDATED_AT,
+                    "created_at": VOTE_210_CREATED_AT,
+                    "id": 210,
+                },
+                {
+                    "comment_id": 30,
+                    "comment_updated_at": COMMENT_30_UPDATED_AT,
+                    "created_at": VOTE_300_CREATED_AT,
+                    "id": 300,
+                },
+            ],
+            # Initial state
+            {
+                # This should not happen since parent state is disabled, but I've added this to validate that and
+                # incoming parent_state is ignored when the parent stream's incremental_dependency is disabled
+                "parent_state": {
+                    "post_comments": {
+                        "states": [
+                            {
+                                "partition": {"id": 1, "parent_slice": {}},
+                                "cursor": {"updated_at": PARENT_COMMENT_CURSOR_PARTITION_1},
+                            }
+                        ],
+                        "parent_state": {"posts": {"updated_at": PARENT_POSTS_CURSOR}},
+                    }
+                },
+                "states": [
+                    {
+                        "partition": {
+                            "id": 10,
+                            "parent_slice": {"id": 1, "parent_slice": {}},
+                        },
+                        "cursor": {"created_at": INITIAL_STATE_PARTITION_10_CURSOR},
+                    },
+                    {
+                        "partition": {
+                            "id": 11,
+                            "parent_slice": {"id": 1, "parent_slice": {}},
+                        },
+                        "cursor": {"created_at": INITIAL_STATE_PARTITION_11_CURSOR},
+                    },
+                ],
+                "state": {"created_at": INITIAL_STATE_PARTITION_11_CURSOR},
+                "lookback_window": 86400,
+            },
+            # Expected state
+            {
+                "states": [
+                    {
+                        "partition": {
+                            "id": 10,
+                            "parent_slice": {"id": 1, "parent_slice": {}},
+                        },
+                        "cursor": {"created_at": VOTE_100_CREATED_AT},
+                    },
+                    {
+                        "partition": {
+                            "id": 11,
+                            "parent_slice": {"id": 1, "parent_slice": {}},
+                        },
+                        "cursor": {"created_at": VOTE_111_CREATED_AT},
+                    },
+                    {
+                        "partition": {
+                            "id": 12,
+                            "parent_slice": {"id": 1, "parent_slice": {}},
+                        },
+                        "cursor": {"created_at": LOOKBACK_DATE},
+                    },
+                    {
+                        "partition": {
+                            "id": 20,
+                            "parent_slice": {"id": 2, "parent_slice": {}},
+                        },
+                        "cursor": {"created_at": VOTE_200_CREATED_AT},
+                    },
+                    {
+                        "partition": {
+                            "id": 21,
+                            "parent_slice": {"id": 2, "parent_slice": {}},
+                        },
+                        "cursor": {"created_at": VOTE_210_CREATED_AT},
+                    },
+                    {
+                        "partition": {
+                            "id": 30,
+                            "parent_slice": {"id": 3, "parent_slice": {}},
+                        },
+                        "cursor": {"created_at": VOTE_300_CREATED_AT},
+                    },
+                ],
+                "lookback_window": 1,
+                "parent_state": {},
+                "state": {"created_at": VOTE_100_CREATED_AT},
+            },
+        ),
+    ],
+)
+def test_incremental_parent_state_no_incremental_dependency(
+    test_name, manifest, mock_requests, expected_records, initial_state, expected_state
+):
+    """
+    This is a pretty complicated test that syncs a low-code connector stream with three levels of substreams
+    - posts: (ids: 1, 2, 3)
+    - post comments: (parent post 1 with ids: 9, 10, 11, 12; parent post 2 with ids: 20, 21; parent post 3 with id: 30)
+    - post comment votes: (parent comment 10 with ids: 100, 101; parent comment 11 with id: 111;
+      parent comment 20 with id: 200; parent comment 21 with id: 210, parent comment 30 with id: 300)
+
+    By setting incremental_dependency to false, parent streams will not use the incoming state and will not update state.
+    The post_comment_votes substream is incremental and will emit state messages We verify this by ensuring that mocked
+    parent stream requests use the incoming config as query parameters and the substream state messages does not
+    contain parent stream state.
+    """
+    run_mocked_test(
+        mock_requests,
+        manifest,
+        CONFIG,
+        STREAM_NAME,
+        initial_state,
+        expected_records,
+        expected_state,
+    )
+
+
+def run_incremental_parent_state_test(
+    manifest,
+    mock_requests,
+    expected_records,
+    num_intermediate_states,
+    initial_state,
+    expected_states,
+):
+    """
+    Run an incremental parent state test for the specified stream.
+
+    This function performs the following steps:
+    1. Mocks the API requests as defined in mock_requests.
+    2. Executes the read operation using the provided manifest and config.
+    3. Asserts that the output records match the expected records.
+    4. Collects intermediate states and records, performing additional reads as necessary.
+    5. Compares the cumulative records from each state against the expected records.
+    6. Asserts that the final state matches one of the expected states for each run.
+
+    Args:
+        manifest (dict): The manifest configuration for the stream.
+        mock_requests (list): A list of tuples containing URL and response data for mocking API requests.
+        expected_records (list): The expected records to compare against the output.
+        num_intermediate_states (int): The number of intermediate states to expect.
+        initial_state (list): The initial state to start the read operation.
+        expected_states (list): A list of expected final states after the read operation.
+    """
+    initial_state = [
+        AirbyteStateMessage(
+            type=AirbyteStateType.STREAM,
+            stream=AirbyteStreamState(
+                stream_descriptor=StreamDescriptor(name=STREAM_NAME, namespace=None),
+                stream_state=AirbyteStateBlob(initial_state),
+            ),
+        )
+    ]
+
+    with requests_mock.Mocker() as m:
+        for url, response in mock_requests:
+            m.get(url, json=response)
+
+        # Run the initial read
+        output = _run_read(manifest, CONFIG, STREAM_NAME, initial_state)
+
+        # Assert that output_data equals expected_records
+        assert sorted([r.record.data for r in output.records], key=lambda x: x["id"]) == sorted(
+            expected_records, key=lambda x: x["id"]
+        )
+
+        # Collect the intermediate states and records produced before each state
+        cumulative_records = []
+        intermediate_states = []
+        final_states = []  # To store the final state after each read
+
+        # Store the final state after the initial read
+        final_states.append(output.state_messages[-1].state.stream.stream_state.__dict__)
+
+        for message in output.records_and_state_messages:
+            if message.type.value == "RECORD":
+                record_data = message.record.data
+                cumulative_records.append(record_data)
+            elif message.type.value == "STATE":
+                # Record the state and the records produced before this state
+                state = message.state
+                records_before_state = cumulative_records.copy()
+                intermediate_states.append((state, records_before_state))
+
+        # Assert that the number of intermediate states is as expected
+        assert len(intermediate_states) - 1 == num_intermediate_states
+
+        # For each intermediate state, perform another read starting from that state
+        for state, records_before_state in intermediate_states[:-1]:
+            output_intermediate = _run_read(manifest, CONFIG, STREAM_NAME, [state])
+            records_from_state = [r.record.data for r in output_intermediate.records]
+
+            # Combine records produced before the state with records from the new read
+            cumulative_records_state = records_before_state + records_from_state
+
+            # Duplicates may occur because the state matches the cursor of the last record, causing it to be re-emitted in the next sync.
+            cumulative_records_state_deduped = list(
+                {orjson.dumps(record): record for record in cumulative_records_state}.values()
+            )
+
+            # Compare the cumulative records with the expected records
+            expected_records_set = list(
+                {orjson.dumps(record): record for record in expected_records}.values()
+            )
+            assert (
+                sorted(cumulative_records_state_deduped, key=lambda x: x["id"])
+                == sorted(expected_records_set, key=lambda x: x["id"])
+            ), f"Records mismatch with intermediate state {state}. Expected {expected_records}, got {cumulative_records_state_deduped}"
+
+            # Store the final state after each intermediate read
+            final_state_intermediate = [
+                message.state.stream.stream_state.__dict__
+                for message in output_intermediate.state_messages
+            ]
+            final_states.append(final_state_intermediate[-1])
+
+        # Assert that the final state matches the expected state for all runs
+        for i, final_state in enumerate(final_states):
+            assert (
+                final_state in expected_states
+            ), f"Final state mismatch at run {i + 1}. Expected {expected_states}, got {final_state}"
+
+
+@pytest.mark.parametrize(
+    "test_name, manifest, mock_requests, expected_records, num_intermediate_states, initial_state, expected_state",
+    [
+        (
+            "test_incremental_parent_state",
+            SUBSTREAM_MANIFEST,
+            [
+                # Fetch the first page of posts
+                (
+                    f"https://api.example.com/community/posts?per_page=100&start_time={PARENT_POSTS_CURSOR}",
+                    {
+                        "posts": [
+                            {"id": 1, "updated_at": POST_1_UPDATED_AT},
+                            {"id": 2, "updated_at": POST_2_UPDATED_AT},
+                        ],
+                        "next_page": (
+                            f"https://api.example.com/community/posts"
+                            f"?per_page=100&start_time={PARENT_POSTS_CURSOR}&page=2"
+                        ),
+                    },
+                ),
+                # Fetch the second page of posts
+                (
+                    f"https://api.example.com/community/posts?per_page=100&start_time={PARENT_POSTS_CURSOR}&page=2",
+                    {"posts": [{"id": 3, "updated_at": POST_3_UPDATED_AT}]},
+                ),
+                # Fetch the first page of comments for post 1
+                (
+                    "https://api.example.com/community/posts/1/comments?per_page=100",
+                    {
+                        "comments": [
+                            {
+                                "id": 9,
+                                "post_id": 1,
+                                "updated_at": COMMENT_9_OLDEST,
+                            },
+                            {
+                                "id": 10,
+                                "post_id": 1,
+                                "updated_at": COMMENT_10_UPDATED_AT,
+                            },
+                            {
+                                "id": 11,
+                                "post_id": 1,
+                                "updated_at": COMMENT_11_UPDATED_AT,
+                            },
+                        ],
+                        "next_page": "https://api.example.com/community/posts/1/comments?per_page=100&page=2",
+                    },
+                ),
+                # Fetch the second page of comments for post 1
+                (
+                    "https://api.example.com/community/posts/1/comments?per_page=100&page=2",
+                    {"comments": [{"id": 12, "post_id": 1, "updated_at": COMMENT_12_UPDATED_AT}]},
+                ),
+                # Fetch the first page of votes for comment 10 of post 1
+                (
+                    f"https://api.example.com/community/posts/1/comments/10/votes?per_page=100&start_time={INITIAL_STATE_PARTITION_10_CURSOR}",
+                    {
+                        "votes": [
+                            {
+                                "id": 100,
+                                "comment_id": 10,
+                                "created_at": VOTE_100_CREATED_AT,
+                            }
+                        ],
+                        "next_page": (
+                            f"https://api.example.com/community/posts/1/comments/10/votes"
+                            f"?per_page=100&page=2&start_time={INITIAL_STATE_PARTITION_10_CURSOR}"
+                        ),
+                    },
+                ),
+                # Fetch the second page of votes for comment 10 of post 1
+                (
+                    f"https://api.example.com/community/posts/1/comments/10/votes"
+                    f"?per_page=100&page=2&start_time={INITIAL_STATE_PARTITION_10_CURSOR}",
+                    {"votes": [{"id": 101, "comment_id": 10, "created_at": VOTE_101_CREATED_AT}]},
+                ),
+                # Fetch the first page of votes for comment 11 of post 1
+                (
+                    f"https://api.example.com/community/posts/1/comments/11/votes"
+                    f"?per_page=100&start_time={INITIAL_STATE_PARTITION_11_CURSOR}",
+                    {"votes": [{"id": 111, "comment_id": 11, "created_at": VOTE_111_CREATED_AT}]},
+                ),
+                # Fetch the first page of votes for comment 12 of post 1
+                (
+                    f"https://api.example.com/community/posts/1/comments/12/votes?per_page=100&start_time={LOOKBACK_DATE}",
+                    {"votes": []},
+                ),
+                # Fetch the first page of comments for post 2
+                (
+                    "https://api.example.com/community/posts/2/comments?per_page=100",
+                    {
+                        "comments": [{"id": 20, "post_id": 2, "updated_at": COMMENT_20_UPDATED_AT}],
+                        "next_page": "https://api.example.com/community/posts/2/comments?per_page=100&page=2",
+                    },
+                ),
+                # Fetch the second page of comments for post 2
+                (
+                    "https://api.example.com/community/posts/2/comments?per_page=100&page=2",
+                    {"comments": [{"id": 21, "post_id": 2, "updated_at": COMMENT_21_UPDATED_AT}]},
+                ),
+                # Fetch the first page of votes for comment 20 of post 2
+                (
+                    f"https://api.example.com/community/posts/2/comments/20/votes?per_page=100&start_time={LOOKBACK_DATE}",
+                    {"votes": [{"id": 200, "comment_id": 20, "created_at": VOTE_200_CREATED_AT}]},
+                ),
+                # Fetch the first page of votes for comment 21 of post 2
+                (
+                    f"https://api.example.com/community/posts/2/comments/21/votes?per_page=100&start_time={LOOKBACK_DATE}",
+                    {"votes": [{"id": 210, "comment_id": 21, "created_at": VOTE_210_CREATED_AT}]},
+                ),
+                # Fetch the first page of comments for post 3
+                (
+                    "https://api.example.com/community/posts/3/comments?per_page=100",
+                    {"comments": [{"id": 30, "post_id": 3, "updated_at": COMMENT_30_UPDATED_AT}]},
+                ),
+                # Fetch the first page of votes for comment 30 of post 3
+                (
+                    f"https://api.example.com/community/posts/3/comments/30/votes?per_page=100&start_time={LOOKBACK_DATE}",
+                    {"votes": [{"id": 300, "comment_id": 30, "created_at": VOTE_300_CREATED_AT}]},
+                ),
+                # Requests with intermediate states
+                # Fetch votes for comment 10 of post 1
+                (
+                    f"https://api.example.com/community/posts/1/comments/10/votes?per_page=100&start_time={VOTE_100_CREATED_AT}",
+                    {
+                        "votes": [{"id": 100, "comment_id": 10, "created_at": VOTE_100_CREATED_AT}],
+                    },
+                ),
+                # Fetch votes for comment 11 of post 1
+                (
+                    f"https://api.example.com/community/posts/1/comments/11/votes?per_page=100&start_time={VOTE_111_CREATED_AT}",
+                    {
+                        "votes": [{"id": 111, "comment_id": 11, "created_at": VOTE_111_CREATED_AT}],
+                    },
+                ),
+                # Fetch votes for comment 12 of post 1
+                (
+                    f"https://api.example.com/community/posts/1/comments/12/votes?per_page=100&start_time={VOTE_111_CREATED_AT}",
+                    {
+                        "votes": [],
+                    },
+                ),
+                # Fetch votes for comment 20 of post 2
+                (
+                    f"https://api.example.com/community/posts/2/comments/20/votes?per_page=100&start_time={VOTE_200_CREATED_AT}",
+                    {"votes": [{"id": 200, "comment_id": 20, "created_at": VOTE_200_CREATED_AT}]},
+                ),
+                # Fetch votes for comment 21 of post 2
+                (
+                    f"https://api.example.com/community/posts/2/comments/21/votes?per_page=100&start_time={VOTE_210_CREATED_AT}",
+                    {"votes": [{"id": 210, "comment_id": 21, "created_at": VOTE_210_CREATED_AT}]},
+                ),
+                # Fetch votes for comment 30 of post 3
+                (
+                    f"https://api.example.com/community/posts/3/comments/30/votes?per_page=100&start_time={VOTE_300_CREATED_AT}",
+                    {"votes": [{"id": 300, "comment_id": 30, "created_at": VOTE_300_CREATED_AT}]},
+                ),
+            ],
+            # Expected records
+            [
+                {
+                    "comment_id": 10,
+                    "comment_updated_at": COMMENT_10_UPDATED_AT,
+                    "created_at": VOTE_100_CREATED_AT,
+                    "id": 100,
+                },
+                {
+                    "comment_id": 10,
+                    "comment_updated_at": COMMENT_10_UPDATED_AT,
+                    "created_at": VOTE_101_CREATED_AT,
+                    "id": 101,
+                },
+                {
+                    "comment_id": 11,
+                    "comment_updated_at": COMMENT_11_UPDATED_AT,
+                    "created_at": VOTE_111_CREATED_AT,
+                    "id": 111,
+                },
+                {
+                    "comment_id": 20,
+                    "comment_updated_at": COMMENT_20_UPDATED_AT,
+                    "created_at": VOTE_200_CREATED_AT,
+                    "id": 200,
+                },
+                {
+                    "comment_id": 21,
+                    "comment_updated_at": COMMENT_21_UPDATED_AT,
+                    "created_at": VOTE_210_CREATED_AT,
+                    "id": 210,
+                },
+                {
+                    "comment_id": 30,
+                    "comment_updated_at": COMMENT_30_UPDATED_AT,
+                    "created_at": VOTE_300_CREATED_AT,
+                    "id": 300,
+                },
+            ],
+            # Number of intermediate states - 6 as number of parent partitions
+            6,
+            # Initial state
+            {
+                "parent_state": {
+                    "post_comments": {
+                        "states": [
+                            {
+                                "partition": {"id": 1, "parent_slice": {}},
+                                "cursor": {"updated_at": PARENT_COMMENT_CURSOR_PARTITION_1},
+                            }
+                        ],
+                        "parent_state": {"posts": {"updated_at": PARENT_POSTS_CURSOR}},
+                    }
+                },
+                "state": {"created_at": INITIAL_GLOBAL_CURSOR},
+                "states": [
+                    {
+                        "partition": {
+                            "id": 10,
+                            "parent_slice": {"id": 1, "parent_slice": {}},
+                        },
+                        "cursor": {"created_at": INITIAL_STATE_PARTITION_10_CURSOR},
+                    },
+                    {
+                        "partition": {
+                            "id": 11,
+                            "parent_slice": {"id": 1, "parent_slice": {}},
+                        },
+                        "cursor": {"created_at": INITIAL_STATE_PARTITION_11_CURSOR},
+                    },
+                ],
+                "lookback_window": 86400,
+            },
+            # Expected state
+            {
+                "state": {"created_at": VOTE_100_CREATED_AT},
+                "parent_state": {
+                    "post_comments": {
+                        "use_global_cursor": False,
+                        "state": {"updated_at": COMMENT_10_UPDATED_AT},  # 10 is the "latest"
+                        "parent_state": {
+                            "posts": {"updated_at": POST_1_UPDATED_AT}
+                        },  # post 1 is the latest
+                        "lookback_window": 1,
+                        "states": [
+                            {
+                                "partition": {"id": 1, "parent_slice": {}},
+                                "cursor": {"updated_at": COMMENT_10_UPDATED_AT},
+                            },
+                            {
+                                "partition": {"id": 2, "parent_slice": {}},
+                                "cursor": {"updated_at": COMMENT_20_UPDATED_AT},
+                            },
+                            {
+                                "partition": {"id": 3, "parent_slice": {}},
+                                "cursor": {"updated_at": COMMENT_30_UPDATED_AT},
+                            },
+                        ],
+                    }
+                },
+                "lookback_window": 1,
+                "states": [
+                    {
+                        "partition": {"id": 10, "parent_slice": {"id": 1, "parent_slice": {}}},
+                        "cursor": {"created_at": VOTE_100_CREATED_AT},
+                    },
+                    {
+                        "partition": {"id": 11, "parent_slice": {"id": 1, "parent_slice": {}}},
+                        "cursor": {"created_at": VOTE_111_CREATED_AT},
+                    },
+                    {
+                        "partition": {"id": 12, "parent_slice": {"id": 1, "parent_slice": {}}},
+                        "cursor": {"created_at": LOOKBACK_DATE},
+                    },
+                    {
+                        "partition": {"id": 20, "parent_slice": {"id": 2, "parent_slice": {}}},
+                        "cursor": {"created_at": VOTE_200_CREATED_AT},
+                    },
+                    {
+                        "partition": {"id": 21, "parent_slice": {"id": 2, "parent_slice": {}}},
+                        "cursor": {"created_at": VOTE_210_CREATED_AT},
+                    },
+                    {
+                        "partition": {"id": 30, "parent_slice": {"id": 3, "parent_slice": {}}},
+                        "cursor": {"created_at": VOTE_300_CREATED_AT},
+                    },
+                ],
+            },
+        ),
+    ],
+)
+def test_incremental_parent_state(
+    test_name,
+    manifest,
+    mock_requests,
+    expected_records,
+    num_intermediate_states,
+    initial_state,
+    expected_state,
+):
+    run_incremental_parent_state_test(
+        manifest,
+        mock_requests,
+        expected_records,
+        num_intermediate_states,
+        initial_state,
+        [expected_state],
+    )
+
+
+@pytest.mark.parametrize(
+    "test_name, manifest, mock_requests, expected_records, expected_state",
+    [
+        (
+            "test_incremental_parent_state",
+            SUBSTREAM_MANIFEST,
+            [
+                # Fetch the first page of posts
+                (
+                    f"https://api.example.com/community/posts?per_page=100&start_time={PARTITION_SYNC_START_TIME}",
+                    {
+                        "posts": [
+                            {"id": 1, "updated_at": POST_1_UPDATED_AT},
+                            {"id": 2, "updated_at": POST_2_UPDATED_AT},
+                        ],
+                        "next_page": (
+                            f"https://api.example.com/community/posts?per_page=100"
+                            f"&start_time={PARTITION_SYNC_START_TIME}&page=2"
+                        ),
+                    },
+                ),
+                # Fetch the second page of posts
+                (
+                    f"https://api.example.com/community/posts?per_page=100"
+                    f"&start_time={PARTITION_SYNC_START_TIME}&page=2",
+                    {"posts": [{"id": 3, "updated_at": POST_3_UPDATED_AT}]},
+                ),
+                # Fetch the first page of comments for post 1
+                (
+                    "https://api.example.com/community/posts/1/comments?per_page=100",
+                    {
+                        "comments": [
+                            {"id": 9, "post_id": 1, "updated_at": COMMENT_9_OLDEST},
+                            {"id": 10, "post_id": 1, "updated_at": COMMENT_10_UPDATED_AT},
+                            {"id": 11, "post_id": 1, "updated_at": COMMENT_11_UPDATED_AT},
+                        ],
+                        "next_page": (
+                            "https://api.example.com/community/posts/1/comments"
+                            "?per_page=100&page=2"
+                        ),
+                    },
+                ),
+                # Fetch the second page of comments for post 1
+                (
+                    "https://api.example.com/community/posts/1/comments?per_page=100&page=2",
+                    {"comments": [{"id": 12, "post_id": 1, "updated_at": COMMENT_12_UPDATED_AT}]},
+                ),
+                # Fetch the first page of votes for comment 10 of post 1
+                (
+                    f"https://api.example.com/community/posts/1/comments/10/votes"
+                    f"?per_page=100&start_time={PARTITION_SYNC_START_TIME}",
+                    {
+                        "votes": [{"id": 100, "comment_id": 10, "created_at": VOTE_100_CREATED_AT}],
+                        "next_page": (
+                            f"https://api.example.com/community/posts/1/comments/10/votes"
+                            f"?per_page=100&page=2&start_time={PARTITION_SYNC_START_TIME}"
+                        ),
+                    },
+                ),
+                # Fetch the second page of votes for comment 10 of post 1
+                (
+                    f"https://api.example.com/community/posts/1/comments/10/votes"
+                    f"?per_page=100&page=2&start_time={PARTITION_SYNC_START_TIME}",
+                    {"votes": [{"id": 101, "comment_id": 10, "created_at": VOTE_101_CREATED_AT}]},
+                ),
+                # Fetch the first page of votes for comment 11 of post 1
+                (
+                    f"https://api.example.com/community/posts/1/comments/11/votes"
+                    f"?per_page=100&start_time={PARTITION_SYNC_START_TIME}",
+                    {"votes": [{"id": 111, "comment_id": 11, "created_at": VOTE_111_CREATED_AT}]},
+                ),
+                # Fetch the first page of votes for comment 12 of post 1
+                (
+                    f"https://api.example.com/community/posts/1/comments/12/votes"
+                    f"?per_page=100&start_time={PARTITION_SYNC_START_TIME}",
+                    {"votes": []},
+                ),
+                # Fetch the first page of comments for post 2
+                (
+                    "https://api.example.com/community/posts/2/comments?per_page=100",
+                    {
+                        "comments": [{"id": 20, "post_id": 2, "updated_at": COMMENT_20_UPDATED_AT}],
+                        "next_page": (
+                            "https://api.example.com/community/posts/2/comments"
+                            "?per_page=100&page=2"
+                        ),
+                    },
+                ),
+                # Fetch the second page of comments for post 2
+                (
+                    "https://api.example.com/community/posts/2/comments?per_page=100&page=2",
+                    {"comments": [{"id": 21, "post_id": 2, "updated_at": COMMENT_21_UPDATED_AT}]},
+                ),
+                # Fetch the first page of votes for comment 20 of post 2
+                (
+                    f"https://api.example.com/community/posts/2/comments/20/votes"
+                    f"?per_page=100&start_time={PARTITION_SYNC_START_TIME}",
+                    {"votes": [{"id": 200, "comment_id": 20, "created_at": VOTE_200_CREATED_AT}]},
+                ),
+                # Fetch the first page of votes for comment 21 of post 2
+                (
+                    f"https://api.example.com/community/posts/2/comments/21/votes"
+                    f"?per_page=100&start_time={PARTITION_SYNC_START_TIME}",
+                    {"votes": [{"id": 210, "comment_id": 21, "created_at": VOTE_210_CREATED_AT}]},
+                ),
+                # Fetch the first page of comments for post 3
+                (
+                    "https://api.example.com/community/posts/3/comments?per_page=100",
+                    {"comments": [{"id": 30, "post_id": 3, "updated_at": COMMENT_30_UPDATED_AT}]},
+                ),
+                # Fetch the first page of votes for comment 30 of post 3
+                (
+                    f"https://api.example.com/community/posts/3/comments/30/votes"
+                    f"?per_page=100&start_time={PARTITION_SYNC_START_TIME}",
+                    {"votes": [{"id": 300, "comment_id": 30, "created_at": VOTE_300_CREATED_AT}]},
+                ),
+            ],
+            # Expected records
+            [
+                {
+                    "comment_id": 10,
+                    "comment_updated_at": COMMENT_10_UPDATED_AT,
+                    "created_at": VOTE_100_CREATED_AT,
+                    "id": 100,
+                },
+                {
+                    "comment_id": 10,
+                    "comment_updated_at": COMMENT_10_UPDATED_AT,
+                    "created_at": VOTE_101_CREATED_AT,
+                    "id": 101,
+                },
+                {
+                    "comment_id": 11,
+                    "comment_updated_at": COMMENT_11_UPDATED_AT,
+                    "created_at": VOTE_111_CREATED_AT,
+                    "id": 111,
+                },
+                {
+                    "comment_id": 20,
+                    "comment_updated_at": COMMENT_20_UPDATED_AT,
+                    "created_at": VOTE_200_CREATED_AT,
+                    "id": 200,
+                },
+                {
+                    "comment_id": 21,
+                    "comment_updated_at": COMMENT_21_UPDATED_AT,
+                    "created_at": VOTE_210_CREATED_AT,
+                    "id": 210,
+                },
+                {
+                    "comment_id": 30,
+                    "comment_updated_at": COMMENT_30_UPDATED_AT,
+                    "created_at": VOTE_300_CREATED_AT,
+                    "id": 300,
+                },
+            ],
+            # Expected state
+            {
+                "state": {"created_at": VOTE_100_CREATED_AT},
+                "parent_state": {
+                    "post_comments": {
+                        "use_global_cursor": False,
+                        "state": {"updated_at": COMMENT_10_UPDATED_AT},
+                        "parent_state": {"posts": {"updated_at": POST_1_UPDATED_AT}},
+                        "lookback_window": 1,
+                        "states": [
+                            {
+                                "partition": {"id": 1, "parent_slice": {}},
+                                "cursor": {"updated_at": COMMENT_10_UPDATED_AT},
+                            },
+                            {
+                                "partition": {"id": 2, "parent_slice": {}},
+                                "cursor": {"updated_at": COMMENT_20_UPDATED_AT},
+                            },
+                            {
+                                "partition": {"id": 3, "parent_slice": {}},
+                                "cursor": {"updated_at": COMMENT_30_UPDATED_AT},
+                            },
+                        ],
+                    }
+                },
+                "lookback_window": 1,
+                "states": [
+                    {
+                        "partition": {"id": 10, "parent_slice": {"id": 1, "parent_slice": {}}},
+                        "cursor": {"created_at": VOTE_100_CREATED_AT},
+                    },
+                    {
+                        "partition": {"id": 11, "parent_slice": {"id": 1, "parent_slice": {}}},
+                        "cursor": {"created_at": VOTE_111_CREATED_AT},
+                    },
+                    {
+                        "partition": {"id": 12, "parent_slice": {"id": 1, "parent_slice": {}}},
+                        "cursor": {"created_at": PARTITION_SYNC_START_TIME},
+                    },
+                    {
+                        "partition": {"id": 20, "parent_slice": {"id": 2, "parent_slice": {}}},
+                        "cursor": {"created_at": VOTE_200_CREATED_AT},
+                    },
+                    {
+                        "partition": {"id": 21, "parent_slice": {"id": 2, "parent_slice": {}}},
+                        "cursor": {"created_at": VOTE_210_CREATED_AT},
+                    },
+                    {
+                        "partition": {"id": 30, "parent_slice": {"id": 3, "parent_slice": {}}},
+                        "cursor": {"created_at": VOTE_300_CREATED_AT},
+                    },
+                ],
+            },
+        ),
+    ],
+)
+@pytest.mark.parametrize(
+    "initial_state",
+    [
+        {"created_at": PARTITION_SYNC_START_TIME},
+        {
+            "state": {"created_at": PARTITION_SYNC_START_TIME},
+            "lookback_window": 0,
+            "use_global_cursor": True,
+            "parent_state": {
+                "post_comments": {
+                    "state": {"updated_at": PARTITION_SYNC_START_TIME},
+                    "parent_state": {"posts": {"updated_at": PARTITION_SYNC_START_TIME}},
+                    "lookback_window": 0,
+                }
+            },
+        },
+    ],
+    ids=["legacy_python_format", "low_code_global_format"],
+)
+def test_incremental_parent_state_migration(
+    test_name, manifest, mock_requests, expected_records, initial_state, expected_state
+):
+    """
+    Test incremental partition router with parent state migration
+    """
+    run_mocked_test(
+        mock_requests,
+        manifest,
+        CONFIG,
+        STREAM_NAME,
+        initial_state,
+        expected_records,
+        expected_state,
+    )
+
+
+@pytest.mark.parametrize(
+    "test_name, manifest, mock_requests, expected_records, initial_state, expected_state",
+    [
+        (
+            "test_incremental_parent_state",
+            SUBSTREAM_MANIFEST,
+            [
+                # Fetch the first page of posts
+                (
+                    f"https://api.example.com/community/posts?per_page=100&start_time={PARENT_POSTS_CURSOR}",
+                    {
+                        "posts": [],
+                        "next_page": (
+                            f"https://api.example.com/community/posts?per_page=100"
+                            f"&start_time={PARENT_POSTS_CURSOR}&page=2"
+                        ),
+                    },
+                ),
+                # Fetch the second page of posts
+                (
+                    f"https://api.example.com/community/posts?per_page=100"
+                    f"&start_time={PARENT_POSTS_CURSOR}&page=2",
+                    {"posts": []},
+                ),
+            ],
+            # Expected records (empty)
+            [],
+            # Initial state
+            {
+                "parent_state": {
+                    "post_comments": {
+                        "states": [
+                            {
+                                "partition": {"id": 1, "parent_slice": {}},
+                                "cursor": {"updated_at": PARENT_COMMENT_CURSOR_PARTITION_1},
+                            }
+                        ],
+                        "parent_state": {"posts": {"updated_at": PARENT_POSTS_CURSOR}},
+                    }
+                },
+                "states": [
+                    {
+                        "partition": {
+                            "id": 10,
+                            "parent_slice": {"id": 1, "parent_slice": {}},
+                        },
+                        "cursor": {"created_at": INITIAL_STATE_PARTITION_10_CURSOR},
+                    },
+                    {
+                        "partition": {
+                            "id": 11,
+                            "parent_slice": {"id": 1, "parent_slice": {}},
+                        },
+                        "cursor": {"created_at": INITIAL_STATE_PARTITION_11_CURSOR},
+                    },
+                ],
+                "state": {"created_at": INITIAL_GLOBAL_CURSOR},
+                "lookback_window": 1,
+            },
+            # Expected state
+            {
+                "parent_state": {
+                    "post_comments": {
+                        "states": [
+                            {
+                                "partition": {"id": 1, "parent_slice": {}},
+                                "cursor": {"updated_at": PARENT_COMMENT_CURSOR_PARTITION_1},
+                            }
+                        ],
+                        "state": {},
+                        "use_global_cursor": False,
+                        "parent_state": {"posts": {"updated_at": PARENT_POSTS_CURSOR}},
+                    }
+                },
+                "states": [
+                    {
+                        "partition": {
+                            "id": 10,
+                            "parent_slice": {"id": 1, "parent_slice": {}},
+                        },
+                        "cursor": {"created_at": INITIAL_STATE_PARTITION_10_CURSOR},
+                    },
+                    {
+                        "partition": {
+                            "id": 11,
+                            "parent_slice": {"id": 1, "parent_slice": {}},
+                        },
+                        "cursor": {"created_at": INITIAL_STATE_PARTITION_11_CURSOR},
+                    },
+                ],
+                "state": {"created_at": INITIAL_GLOBAL_CURSOR},
+                "lookback_window": 1,
+            },
+        ),
+    ],
+)
+def test_incremental_parent_state_no_slices(
+    test_name, manifest, mock_requests, expected_records, initial_state, expected_state
+):
+    """
+    Test incremental partition router with no parent records
+    """
+    run_mocked_test(
+        mock_requests,
+        manifest,
+        CONFIG,
+        STREAM_NAME,
+        initial_state,
+        expected_records,
+        expected_state,
+    )
+
+
+@pytest.mark.parametrize(
+    "test_name, manifest, mock_requests, expected_records, initial_state, expected_state",
+    [
+        (
+            "test_incremental_parent_state",
+            SUBSTREAM_MANIFEST,
+            [
+                # Fetch the first page of posts
+                (
+                    f"https://api.example.com/community/posts?per_page=100&start_time={PARENT_POSTS_CURSOR}",
+                    {
+                        "posts": [
+                            {"id": 1, "updated_at": POST_1_UPDATED_AT},
+                            {"id": 2, "updated_at": POST_2_UPDATED_AT},
+                        ],
+                        "next_page": (
+                            f"https://api.example.com/community/posts?per_page=100"
+                            f"&start_time={PARENT_POSTS_CURSOR}&page=2"
+                        ),
+                    },
+                ),
+                # Fetch the second page of posts
+                (
+                    f"https://api.example.com/community/posts?per_page=100"
+                    f"&start_time={PARENT_POSTS_CURSOR}&page=2",
+                    {"posts": [{"id": 3, "updated_at": POST_3_UPDATED_AT}]},
+                ),
+                # Fetch the first page of comments for post 1
+                (
+                    "https://api.example.com/community/posts/1/comments?per_page=100",
+                    {
+                        "comments": [
+                            {"id": 9, "post_id": 1, "updated_at": COMMENT_9_OLDEST},
+                            {"id": 10, "post_id": 1, "updated_at": COMMENT_10_UPDATED_AT},
+                            {"id": 11, "post_id": 1, "updated_at": COMMENT_11_UPDATED_AT},
+                        ],
+                        "next_page": (
+                            "https://api.example.com/community/posts/1/comments?per_page=100&page=2"
+                        ),
+                    },
+                ),
+                # Fetch the second page of comments for post 1
+                (
+                    "https://api.example.com/community/posts/1/comments?per_page=100&page=2",
+                    {"comments": [{"id": 12, "post_id": 1, "updated_at": COMMENT_12_UPDATED_AT}]},
+                ),
+                # Fetch the first page of votes for comment 10 of post 1
+                (
+                    f"https://api.example.com/community/posts/1/comments/10/votes"
+                    f"?per_page=100&start_time={INITIAL_STATE_PARTITION_10_CURSOR}",
+                    {
+                        "votes": [],
+                        "next_page": (
+                            f"https://api.example.com/community/posts/1/comments/10/votes"
+                            f"?per_page=100&page=2&start_time={INITIAL_STATE_PARTITION_10_CURSOR}"
+                        ),
+                    },
+                ),
+                # Fetch the second page of votes for comment 10 of post 1
+                (
+                    f"https://api.example.com/community/posts/1/comments/10/votes"
+                    f"?per_page=100&page=2&start_time={INITIAL_STATE_PARTITION_10_CURSOR}",
+                    {"votes": []},
+                ),
+                # Fetch the first page of votes for comment 11 of post 1
+                (
+                    f"https://api.example.com/community/posts/1/comments/11/votes"
+                    f"?per_page=100&start_time={INITIAL_STATE_PARTITION_11_CURSOR}",
+                    {"votes": []},
+                ),
+                # Fetch the first page of votes for comment 12 of post 1
+                (
+                    f"https://api.example.com/community/posts/1/comments/12/votes"
+                    f"?per_page=100&start_time={INITIAL_STATE_PARTITION_11_CURSOR}",
+                    {"votes": []},
+                ),
+                # Fetch the first page of comments for post 2
+                (
+                    "https://api.example.com/community/posts/2/comments?per_page=100",
+                    {
+                        "comments": [{"id": 20, "post_id": 2, "updated_at": COMMENT_20_UPDATED_AT}],
+                        "next_page": (
+                            "https://api.example.com/community/posts/2/comments?per_page=100&page=2"
+                        ),
+                    },
+                ),
+                # Fetch the second page of comments for post 2
+                (
+                    "https://api.example.com/community/posts/2/comments?per_page=100&page=2",
+                    {"comments": [{"id": 21, "post_id": 2, "updated_at": COMMENT_21_UPDATED_AT}]},
+                ),
+                # Fetch the first page of votes for comment 20 of post 2
+                (
+                    f"https://api.example.com/community/posts/2/comments/20/votes"
+                    f"?per_page=100&start_time={INITIAL_STATE_PARTITION_11_CURSOR}",
+                    {"votes": []},
+                ),
+                # Fetch the first page of votes for comment 21 of post 2
+                (
+                    f"https://api.example.com/community/posts/2/comments/21/votes"
+                    f"?per_page=100&start_time={INITIAL_STATE_PARTITION_11_CURSOR}",
+                    {"votes": []},
+                ),
+                # Fetch the first page of comments for post 3
+                (
+                    "https://api.example.com/community/posts/3/comments?per_page=100",
+                    {"comments": [{"id": 30, "post_id": 3, "updated_at": COMMENT_30_UPDATED_AT}]},
+                ),
+                # Fetch the first page of votes for comment 30 of post 3
+                (
+                    f"https://api.example.com/community/posts/3/comments/30/votes"
+                    f"?per_page=100&start_time={INITIAL_STATE_PARTITION_11_CURSOR}",
+                    {"votes": []},
+                ),
+            ],
+            # Expected records
+            [],
+            # Initial state
+            {
+                "parent_state": {
+                    "post_comments": {
+                        "states": [
+                            {
+                                "partition": {"id": 1, "parent_slice": {}},
+                                "cursor": {"updated_at": PARENT_COMMENT_CURSOR_PARTITION_1},
+                            }
+                        ],
+                        "parent_state": {"posts": {"updated_at": PARENT_POSTS_CURSOR}},
+                    }
+                },
+                "states": [
+                    {
+                        "partition": {
+                            "id": 10,
+                            "parent_slice": {"id": 1, "parent_slice": {}},
+                        },
+                        "cursor": {"created_at": INITIAL_STATE_PARTITION_10_CURSOR},
+                    },
+                    {
+                        "partition": {
+                            "id": 11,
+                            "parent_slice": {"id": 1, "parent_slice": {}},
+                        },
+                        "cursor": {"created_at": INITIAL_STATE_PARTITION_11_CURSOR},
+                    },
+                ],
+                "use_global_cursor": True,
+                "state": {"created_at": INITIAL_STATE_PARTITION_11_CURSOR},
+                "lookback_window": 0,
+            },
+            # Expected state
+            {
+                "lookback_window": 1,
+                "state": {"created_at": INITIAL_STATE_PARTITION_11_CURSOR},
+                "states": [
+                    {
+                        "partition": {
+                            "id": 10,
+                            "parent_slice": {"id": 1, "parent_slice": {}},
+                        },
+                        "cursor": {"created_at": INITIAL_STATE_PARTITION_10_CURSOR},
+                    },
+                    {
+                        "partition": {
+                            "id": 11,
+                            "parent_slice": {"id": 1, "parent_slice": {}},
+                        },
+                        "cursor": {"created_at": INITIAL_STATE_PARTITION_11_CURSOR},
+                    },
+                    {
+                        "partition": {"id": 12, "parent_slice": {"id": 1, "parent_slice": {}}},
+                        "cursor": {"created_at": INITIAL_STATE_PARTITION_11_CURSOR},
+                    },
+                    {
+                        "partition": {"id": 20, "parent_slice": {"id": 2, "parent_slice": {}}},
+                        "cursor": {"created_at": INITIAL_STATE_PARTITION_11_CURSOR},
+                    },
+                    {
+                        "partition": {"id": 21, "parent_slice": {"id": 2, "parent_slice": {}}},
+                        "cursor": {"created_at": INITIAL_STATE_PARTITION_11_CURSOR},
+                    },
+                    {
+                        "partition": {"id": 30, "parent_slice": {"id": 3, "parent_slice": {}}},
+                        "cursor": {"created_at": INITIAL_STATE_PARTITION_11_CURSOR},
+                    },
+                ],
+                "parent_state": {
+                    "post_comments": {
+                        "use_global_cursor": False,
+                        "state": {"updated_at": COMMENT_10_UPDATED_AT},
+                        "parent_state": {"posts": {"updated_at": POST_1_UPDATED_AT}},
+                        "lookback_window": 1,
+                        "states": [
+                            {
+                                "partition": {"id": 1, "parent_slice": {}},
+                                "cursor": {"updated_at": COMMENT_10_UPDATED_AT},
+                            },
+                            {
+                                "partition": {"id": 2, "parent_slice": {}},
+                                "cursor": {"updated_at": COMMENT_20_UPDATED_AT},
+                            },
+                            {
+                                "partition": {"id": 3, "parent_slice": {}},
+                                "cursor": {"updated_at": COMMENT_30_UPDATED_AT},
+                            },
+                        ],
+                    }
+                },
+            },
+        ),
+    ],
+)
+def test_incremental_parent_state_no_records(
+    test_name, manifest, mock_requests, expected_records, initial_state, expected_state
+):
+    """
+    Test incremental partition router with no child records
+    """
+    run_mocked_test(
+        mock_requests,
+        manifest,
+        CONFIG,
+        STREAM_NAME,
+        initial_state,
+        expected_records,
+        expected_state,
+    )
+
+
+@pytest.mark.parametrize(
+    "test_name, manifest, mock_requests, expected_records, initial_state, expected_state",
+    [
+        (
+            "test_incremental_parent_state",
+            SUBSTREAM_MANIFEST,
+            [
+                # Fetch the first page of posts
+                (
+                    f"https://api.example.com/community/posts?per_page=100&start_time={PARENT_POSTS_CURSOR}",
+                    {
+                        "posts": [
+                            {"id": 1, "updated_at": POST_1_UPDATED_AT},
+                            {"id": 2, "updated_at": POST_2_UPDATED_AT},
+                        ],
+                        "next_page": (
+                            f"https://api.example.com/community/posts?per_page=100&start_time={PARENT_POSTS_CURSOR}&page=2"
+                        ),
+                    },
+                ),
+                # Fetch the second page of posts
+                (
+                    f"https://api.example.com/community/posts?per_page=100&start_time={PARENT_POSTS_CURSOR}&page=2",
+                    {"posts": [{"id": 3, "updated_at": POST_3_UPDATED_AT}]},
+                ),
+                # Fetch the first page of comments for post 1
+                (
+                    "https://api.example.com/community/posts/1/comments?per_page=100",
+                    {
+                        "comments": [
+                            {"id": 9, "post_id": 1, "updated_at": COMMENT_9_OLDEST},
+                            {"id": 10, "post_id": 1, "updated_at": COMMENT_10_UPDATED_AT},
+                            {"id": 11, "post_id": 1, "updated_at": COMMENT_11_UPDATED_AT},
+                        ],
+                        "next_page": (
+                            "https://api.example.com/community/posts/1/comments?per_page=100&page=2"
+                        ),
+                    },
+                ),
+                # Fetch the second page of comments for post 1
+                (
+                    "https://api.example.com/community/posts/1/comments?per_page=100&page=2",
+                    {"comments": [{"id": 12, "post_id": 1, "updated_at": COMMENT_12_UPDATED_AT}]},
+                ),
+                # Fetch the first page of votes for comment 10 of post 1
+                (
+                    f"https://api.example.com/community/posts/1/comments/10/votes"
+                    f"?per_page=100&start_time={INITIAL_STATE_PARTITION_10_CURSOR}",
+                    {
+                        "votes": [{"id": 100, "comment_id": 10, "created_at": VOTE_100_CREATED_AT}],
+                        "next_page": (
+                            f"https://api.example.com/community/posts/1/comments/10/votes"
+                            f"?per_page=100&page=2&start_time={INITIAL_STATE_PARTITION_10_CURSOR}"
+                        ),
+                    },
+                ),
+                # Fetch the second page of votes for comment 10 of post 1
+                (
+                    f"https://api.example.com/community/posts/1/comments/10/votes"
+                    f"?per_page=100&page=2&start_time={INITIAL_STATE_PARTITION_10_CURSOR}",
+                    {"votes": [{"id": 101, "comment_id": 10, "created_at": VOTE_101_CREATED_AT}]},
+                ),
+                # Fetch the first page of votes for comment 11 of post 1
+                (
+                    f"https://api.example.com/community/posts/1/comments/11/votes"
+                    f"?per_page=100&start_time={INITIAL_STATE_PARTITION_11_CURSOR}",
+                    {"votes": [{"id": 111, "comment_id": 11, "created_at": VOTE_111_CREATED_AT}]},
+                ),
+                # Fetch the first page of votes for comment 12 of post 1
+                (
+                    f"https://api.example.com/community/posts/1/comments/12/votes?per_page=100&start_time={LOOKBACK_DATE}",
+                    {"votes": []},
+                ),
+                # Fetch the first page of comments for post 2
+                (
+                    "https://api.example.com/community/posts/2/comments?per_page=100",
+                    {
+                        "comments": [{"id": 20, "post_id": 2, "updated_at": COMMENT_20_UPDATED_AT}],
+                        "next_page": (
+                            "https://api.example.com/community/posts/2/comments?per_page=100&page=2"
+                        ),
+                    },
+                ),
+                # Fetch the second page of comments for post 2
+                (
+                    "https://api.example.com/community/posts/2/comments?per_page=100&page=2",
+                    {"comments": [{"id": 21, "post_id": 2, "updated_at": COMMENT_21_UPDATED_AT}]},
+                ),
+                # Fetch the first page of votes for comment 20 of post 2 - 404 error
+                (
+                    f"https://api.example.com/community/posts/2/comments/20/votes"
+                    f"?per_page=100&start_time={LOOKBACK_DATE}",
+                    None,
+                ),
+                # Fetch the first page of votes for comment 21 of post 2
+                (
+                    f"https://api.example.com/community/posts/2/comments/21/votes"
+                    f"?per_page=100&start_time={LOOKBACK_DATE}",
+                    {"votes": [{"id": 210, "comment_id": 21, "created_at": VOTE_210_CREATED_AT}]},
+                ),
+                # Fetch the first page of comments for post 3
+                (
+                    "https://api.example.com/community/posts/3/comments?per_page=100",
+                    {"comments": [{"id": 30, "post_id": 3, "updated_at": COMMENT_30_UPDATED_AT}]},
+                ),
+                # Fetch the first page of votes for comment 30 of post 3
+                (
+                    f"https://api.example.com/community/posts/3/comments/30/votes"
+                    f"?per_page=100&start_time={LOOKBACK_DATE}",
+                    {"votes": [{"id": 300, "comment_id": 30, "created_at": VOTE_300_CREATED_AT}]},
+                ),
+            ],
+            # Expected records
+            [
+                {
+                    "comment_id": 10,
+                    "comment_updated_at": COMMENT_10_UPDATED_AT,
+                    "created_at": VOTE_100_CREATED_AT,
+                    "id": 100,
+                },
+                {
+                    "comment_id": 10,
+                    "comment_updated_at": COMMENT_10_UPDATED_AT,
+                    "created_at": VOTE_101_CREATED_AT,
+                    "id": 101,
+                },
+                {
+                    "comment_id": 11,
+                    "comment_updated_at": COMMENT_11_UPDATED_AT,
+                    "created_at": VOTE_111_CREATED_AT,
+                    "id": 111,
+                },
+                {
+                    "comment_id": 21,
+                    "comment_updated_at": COMMENT_21_UPDATED_AT,
+                    "created_at": VOTE_210_CREATED_AT,
+                    "id": 210,
+                },
+                {
+                    "comment_id": 30,
+                    "comment_updated_at": COMMENT_30_UPDATED_AT,
+                    "created_at": VOTE_300_CREATED_AT,
+                    "id": 300,
+                },
+            ],
+            # Initial state
+            {
+                "parent_state": {
+                    "post_comments": {
+                        "states": [
+                            {
+                                "partition": {"id": 1, "parent_slice": {}},
+                                "cursor": {"updated_at": PARENT_COMMENT_CURSOR_PARTITION_1},
+                            }
+                        ],
+                        "parent_state": {"posts": {"updated_at": PARENT_POSTS_CURSOR}},
+                    }
+                },
+                "state": {"created_at": INITIAL_STATE_PARTITION_11_CURSOR},
+                "lookback_window": 86400,
+                "states": [
+                    {
+                        "partition": {
+                            "id": 10,
+                            "parent_slice": {"id": 1, "parent_slice": {}},
+                        },
+                        "cursor": {"created_at": INITIAL_STATE_PARTITION_10_CURSOR},
+                    },
+                    {
+                        "partition": {
+                            "id": 11,
+                            "parent_slice": {"id": 1, "parent_slice": {}},
+                        },
+                        "cursor": {"created_at": INITIAL_STATE_PARTITION_11_CURSOR},
+                    },
+                ],
+            },
+            # Expected state
+            {
+                # The global state, lookback window and the parent state are the same because sync failed for comment 20
+                "parent_state": {
+                    "post_comments": {
+                        "states": [
+                            {
+                                "partition": {"id": 1, "parent_slice": {}},
+                                "cursor": {"updated_at": PARENT_COMMENT_CURSOR_PARTITION_1},
+                            }
+                        ],
+                        "parent_state": {"posts": {"updated_at": PARENT_POSTS_CURSOR}},
+                    }
+                },
+                "state": {"created_at": INITIAL_STATE_PARTITION_11_CURSOR},
+                "lookback_window": 86400,
+                "states": [
+                    {
+                        "partition": {"id": 10, "parent_slice": {"id": 1, "parent_slice": {}}},
+                        "cursor": {"created_at": VOTE_100_CREATED_AT},
+                    },
+                    {
+                        "partition": {"id": 11, "parent_slice": {"id": 1, "parent_slice": {}}},
+                        "cursor": {"created_at": VOTE_111_CREATED_AT},
+                    },
+                    {
+                        "partition": {"id": 12, "parent_slice": {"id": 1, "parent_slice": {}}},
+                        "cursor": {"created_at": LOOKBACK_DATE},
+                    },
+                    {
+                        "partition": {"id": 20, "parent_slice": {"id": 2, "parent_slice": {}}},
+                        "cursor": {"created_at": LOOKBACK_DATE},
+                    },
+                    {
+                        "partition": {"id": 21, "parent_slice": {"id": 2, "parent_slice": {}}},
+                        "cursor": {"created_at": VOTE_210_CREATED_AT},
+                    },
+                    {
+                        "partition": {"id": 30, "parent_slice": {"id": 3, "parent_slice": {}}},
+                        "cursor": {"created_at": VOTE_300_CREATED_AT},
+                    },
+                ],
+            },
+        ),
+    ],
+)
+def test_incremental_substream_error(
+    test_name, manifest, mock_requests, expected_records, initial_state, expected_state
+):
+    run_mocked_test(
+        mock_requests,
+        manifest,
+        CONFIG,
+        STREAM_NAME,
+        initial_state,
+        expected_records,
+        expected_state,
+    )
+
+
+LISTPARTITION_MANIFEST: MutableMapping[str, Any] = {
+    "version": "0.51.42",
+    "type": "DeclarativeSource",
+    "check": {"type": "CheckStream", "stream_names": ["post_comments"]},
+    "definitions": {
+        "basic_authenticator": {
+            "type": "BasicHttpAuthenticator",
+            "username": "{{ config['credentials']['email'] + '/token' }}",
+            "password": "{{ config['credentials']['api_token'] }}",
+        },
+        "retriever": {
+            "type": "SimpleRetriever",
+            "requester": {
+                "type": "HttpRequester",
+                "url_base": "https://api.example.com",
+                "http_method": "GET",
+                "authenticator": "#/definitions/basic_authenticator",
+            },
+            "record_selector": {
+                "type": "RecordSelector",
+                "extractor": {
+                    "type": "DpathExtractor",
+                    "field_path": ["{{ parameters.get('data_path') or parameters['name'] }}"],
+                },
+                "schema_normalization": "Default",
+            },
+            "paginator": {
+                "type": "DefaultPaginator",
+                "page_size_option": {
+                    "type": "RequestOption",
+                    "field_name": "per_page",
+                    "inject_into": "request_parameter",
+                },
+                "pagination_strategy": {
+                    "type": "CursorPagination",
+                    "page_size": 100,
+                    "cursor_value": "{{ response.get('next_page', {}) }}",
+                    "stop_condition": "{{ not response.get('next_page', {}) }}",
+                },
+                "page_token_option": {"type": "RequestPath"},
+            },
+        },
+        "cursor_incremental_sync": {
+            "type": "DatetimeBasedCursor",
+            "cursor_datetime_formats": ["%Y-%m-%dT%H:%M:%SZ", "%Y-%m-%dT%H:%M:%S%z"],
+            "datetime_format": "%Y-%m-%dT%H:%M:%SZ",
+            "cursor_field": "{{ parameters.get('cursor_field',  'updated_at') }}",
+            "start_datetime": {"datetime": "{{ config.get('start_date')}}"},
+            "start_time_option": {
+                "inject_into": "request_parameter",
+                "field_name": "start_time",
+                "type": "RequestOption",
+            },
+        },
+        "post_comments_stream": {
+            "type": "DeclarativeStream",
+            "name": "post_comments",
+            "primary_key": ["id"],
+            "schema_loader": {
+                "type": "InlineSchemaLoader",
+                "schema": {
+                    "$schema": "http://json-schema.org/schema#",
+                    "properties": {
+                        "id": {"type": "integer"},
+                        "updated_at": {"type": "string", "format": "date-time"},
+                        "post_id": {"type": "integer"},
+                        "comment": {"type": "string"},
+                    },
+                    "type": "object",
+                },
+            },
+            "retriever": {
+                "type": "SimpleRetriever",
+                "requester": {
+                    "type": "HttpRequester",
+                    "url_base": "https://api.example.com",
+                    "path": "/community/posts/{{ stream_slice.id }}/comments",
+                    "http_method": "GET",
+                    "authenticator": "#/definitions/basic_authenticator",
+                },
+                "record_selector": {
+                    "type": "RecordSelector",
+                    "extractor": {
+                        "type": "DpathExtractor",
+                        "field_path": ["{{ parameters.get('data_path') or parameters['name'] }}"],
+                    },
+                    "schema_normalization": "Default",
+                },
+                "paginator": "#/definitions/retriever/paginator",
+                "partition_router": {
+                    "type": "ListPartitionRouter",
+                    "cursor_field": "id",
+                    "values": ["1", "2", "3"],
+                },
+            },
+            "incremental_sync": {
+                "$ref": "#/definitions/cursor_incremental_sync",
+                "is_client_side_incremental": True,
+            },
+            "$parameters": {
+                "name": "post_comments",
+                "path": "community/posts/{{ stream_slice.id }}/comments",
+                "data_path": "comments",
+                "cursor_field": "updated_at",
+                "primary_key": "id",
+            },
+        },
+    },
+    "streams": [
+        {"$ref": "#/definitions/post_comments_stream"},
+    ],
+    "concurrency_level": {
+        "type": "ConcurrencyLevel",
+        "default_concurrency": "{{ config['num_workers'] or 10 }}",
+        "max_concurrency": 25,
+    },
+    "spec": {
+        "type": "Spec",
+        "documentation_url": "https://airbyte.com/#yaml-from-manifest",
+        "connection_specification": {
+            "title": "Test Spec",
+            "type": "object",
+            "required": ["credentials", "start_date"],
+            "additionalProperties": False,
+            "properties": {
+                "credentials": {
+                    "type": "object",
+                    "required": ["email", "api_token"],
+                    "properties": {
+                        "email": {
+                            "type": "string",
+                            "title": "Email",
+                            "description": "The email for authentication.",
+                        },
+                        "api_token": {
+                            "type": "string",
+                            "airbyte_secret": True,
+                            "title": "API Token",
+                            "description": "The API token for authentication.",
+                        },
+                    },
+                },
+                "start_date": {
+                    "type": "string",
+                    "format": "date-time",
+                    "title": "Start Date",
+                    "description": "The date from which to start syncing data.",
+                },
+            },
+        },
+    },
+}
+
+
+@pytest.mark.parametrize(
+    "test_name, manifest, mock_requests, expected_records, initial_state, expected_state",
+    [
+        (
+            "test_incremental_parent_state",
+            LISTPARTITION_MANIFEST,
+            [
+                # Fetch the first page of comments for post 1
+                (
+                    "https://api.example.com/community/posts/1/comments?per_page=100&start_time=2024-01-24T00:00:00Z",
+                    {
+                        "comments": [
+                            {"id": 9, "post_id": 1, "updated_at": "2023-01-01T00:00:00Z"},
+                            {"id": 10, "post_id": 1, "updated_at": "2024-01-25T00:00:00Z"},
+                            {"id": 11, "post_id": 1, "updated_at": "2024-01-24T00:00:00Z"},
+                        ],
+                        "next_page": "https://api.example.com/community/posts/1/comments?per_page=100&page=2&start_time=2024-01-24T00:00:00Z",
+                    },
+                ),
+                # Fetch the second page of comments for post 1
+                (
+                    "https://api.example.com/community/posts/1/comments?per_page=100&page=2&start_time=2024-01-24T00:00:00Z",
+                    {"comments": [{"id": 12, "post_id": 1, "updated_at": "2024-01-23T00:00:00Z"}]},
+                ),
+                # Fetch the first page of comments for post 2
+                (
+                    "https://api.example.com/community/posts/2/comments?per_page=100&start_time=2024-01-21T05:00:00Z",
+                    {
+                        "comments": [
+                            {"id": 20, "post_id": 2, "updated_at": "2024-01-22T00:00:00Z"}
+                        ],
+                        "next_page": "https://api.example.com/community/posts/2/comments?per_page=100&page=2&start_time=2024-01-21T05:00:00Z",
+                    },
+                ),
+                # Fetch the second page of comments for post 2
+                (
+                    "https://api.example.com/community/posts/2/comments?per_page=100&page=2&start_time=2024-01-21T05:00:00Z",
+                    {"comments": [{"id": 21, "post_id": 2, "updated_at": "2024-01-21T00:00:00Z"}]},
+                ),
+                # Fetch the first page of comments for post 3
+                (
+                    "https://api.example.com/community/posts/3/comments?per_page=100&start_time=2024-01-08T00:00:00Z",
+                    {"comments": [{"id": 30, "post_id": 3, "updated_at": "2024-01-09T00:00:00Z"}]},
+                ),
+            ],
+            # Expected records
+            [
+                {"id": 10, "post_id": 1, "updated_at": "2024-01-25T00:00:00Z"},
+                {"id": 11, "post_id": 1, "updated_at": "2024-01-24T00:00:00Z"},
+                {"id": 20, "post_id": 2, "updated_at": "2024-01-22T00:00:00Z"},
+                {"id": 30, "post_id": 3, "updated_at": "2024-01-09T00:00:00Z"},
+            ],
+            # Initial state
+            {
+                "state": {"updated_at": "2024-01-08T00:00:00Z"},
+                "states": [
+                    {
+                        "cursor": {"updated_at": "2024-01-24T00:00:00Z"},
+                        "partition": {"id": "1"},
+                    },
+                    {
+                        "cursor": {"updated_at": "2024-01-21T05:00:00Z"},
+                        "partition": {"id": "2"},
+                    },
+                ],
+                "use_global_cursor": False,
+            },
+            # Expected state
+            {
+                "lookback_window": 1,
+                "state": {"updated_at": "2024-01-25T00:00:00Z"},
+                "states": [
+                    {"cursor": {"updated_at": "2024-01-25T00:00:00Z"}, "partition": {"id": "1"}},
+                    {"cursor": {"updated_at": "2024-01-22T00:00:00Z"}, "partition": {"id": "2"}},
+                    {"cursor": {"updated_at": "2024-01-09T00:00:00Z"}, "partition": {"id": "3"}},
+                ],
+            },
+        ),
+    ],
+)
+def test_incremental_list_partition_router(
+    test_name, manifest, mock_requests, expected_records, initial_state, expected_state
+):
+    """
+    Test ConcurrentPerPartitionCursor with ListPartitionRouter
+    """
+    run_mocked_test(
+        mock_requests,
+        manifest,
+        CONFIG,
+        "post_comments",
+        initial_state,
+        expected_records,
+        expected_state,
+    )
+
+
+@pytest.mark.parametrize(
+    "test_name, manifest, mock_requests, expected_records, initial_state, expected_state",
+    [
+        (
+            "test_incremental_error_handling",
+            LISTPARTITION_MANIFEST,
+            [
+                # Fetch the first page of comments for post 1
+                (
+                    "https://api.example.com/community/posts/1/comments?per_page=100&start_time=2024-01-20T00:00:00Z",
+                    {
+                        "comments": [
+                            {"id": 9, "post_id": 1, "updated_at": "2023-01-01T00:00:00Z"},
+                            {"id": 10, "post_id": 1, "updated_at": "2024-01-25T00:00:00Z"},
+                            {"id": 11, "post_id": 1, "updated_at": "2024-01-24T00:00:00Z"},
+                        ],
+                        "next_page": "https://api.example.com/community/posts/1/comments?per_page=100&page=2&start_time=2024-01-20T00:00:00Z",
+                    },
+                ),
+                # Error response for the second page of comments for post 1
+                (
+                    "https://api.example.com/community/posts/1/comments?per_page=100&page=2&start_time=2024-01-20T00:00:00Z",
+                    None,  # Simulate a network error or an empty response
+                ),
+                # Fetch the first page of comments for post 2
+                (
+                    "https://api.example.com/community/posts/2/comments?per_page=100&start_time=2024-01-21T05:00:00Z",
+                    {
+                        "comments": [
+                            {"id": 20, "post_id": 2, "updated_at": "2024-01-22T00:00:00Z"}
+                        ],
+                        "next_page": "https://api.example.com/community/posts/2/comments?per_page=100&page=2&start_time=2024-01-21T05:00:00Z",
+                    },
+                ),
+                # Fetch the second page of comments for post 2
+                (
+                    "https://api.example.com/community/posts/2/comments?per_page=100&page=2&start_time=2024-01-21T05:00:00Z",
+                    {"comments": [{"id": 21, "post_id": 2, "updated_at": "2024-01-21T00:00:00Z"}]},
+                ),
+                # Fetch the first page of comments for post 3
+                (
+                    "https://api.example.com/community/posts/3/comments?per_page=100&start_time=2024-01-08T00:00:00Z",
+                    {"comments": [{"id": 30, "post_id": 3, "updated_at": "2024-01-09T00:00:00Z"}]},
+                ),
+            ],
+            # Expected records
+            [
+                {"id": 10, "post_id": 1, "updated_at": "2024-01-25T00:00:00Z"},
+                {"id": 11, "post_id": 1, "updated_at": "2024-01-24T00:00:00Z"},
+                {"id": 20, "post_id": 2, "updated_at": "2024-01-22T00:00:00Z"},
+                {"id": 30, "post_id": 3, "updated_at": "2024-01-09T00:00:00Z"},
+            ],
+            # Initial state
+            {
+                "state": {"updated_at": "2024-01-08T00:00:00Z"},
+                "states": [
+                    {
+                        "cursor": {"updated_at": "2024-01-20T00:00:00Z"},
+                        "partition": {"id": "1"},
+                    },
+                    {
+                        "cursor": {"updated_at": "2024-01-21T05:00:00Z"},
+                        "partition": {"id": "2"},
+                    },
+                ],
+                "use_global_cursor": False,
+            },
+            # Expected state
+            {
+                "lookback_window": 0,
+                "state": {"updated_at": "2024-01-08T00:00:00Z"},
+                "states": [
+                    {"cursor": {"updated_at": "2024-01-20T00:00:00Z"}, "partition": {"id": "1"}},
+                    {"cursor": {"updated_at": "2024-01-22T00:00:00Z"}, "partition": {"id": "2"}},
+                    {"cursor": {"updated_at": "2024-01-09T00:00:00Z"}, "partition": {"id": "3"}},
+                ],
+            },
+        ),
+    ],
+)
+def test_incremental_error(
+    test_name, manifest, mock_requests, expected_records, initial_state, expected_state
+):
+    """
+    Test with failed request.
+    """
+    run_mocked_test(
+        mock_requests,
+        manifest,
+        CONFIG,
+        "post_comments",
+        initial_state,
+        expected_records,
+        expected_state,
+    )
+
+
+SUBSTREAM_REQUEST_OPTIONS_MANIFEST: MutableMapping[str, Any] = {
+    "version": "0.51.42",
+    "type": "DeclarativeSource",
+    "check": {"type": "CheckStream", "stream_names": ["post_comment_votes"]},
+    "definitions": {
+        "basic_authenticator": {
+            "type": "BasicHttpAuthenticator",
+            "username": "{{ config['credentials']['email'] + '/token' }}",
+            "password": "{{ config['credentials']['api_token'] }}",
+        },
+        "retriever": {
+            "type": "SimpleRetriever",
+            "requester": {
+                "type": "HttpRequester",
+                "url_base": "https://api.example.com",
+                "http_method": "GET",
+                "authenticator": "#/definitions/basic_authenticator",
+            },
+            "record_selector": {
+                "type": "RecordSelector",
+                "extractor": {
+                    "type": "DpathExtractor",
+                    "field_path": ["{{ parameters.get('data_path') or parameters['name'] }}"],
+                },
+                "schema_normalization": "Default",
+            },
+            "paginator": {
+                "type": "DefaultPaginator",
+                "page_size_option": {
+                    "type": "RequestOption",
+                    "field_name": "per_page",
+                    "inject_into": "request_parameter",
+                },
+                "pagination_strategy": {
+                    "type": "CursorPagination",
+                    "page_size": 100,
+                    "cursor_value": "{{ response.get('next_page', {}) }}",
+                    "stop_condition": "{{ not response.get('next_page', {}) }}",
+                },
+                "page_token_option": {"type": "RequestPath"},
+            },
+        },
+        "cursor_incremental_sync": {
+            "type": "DatetimeBasedCursor",
+            "cursor_datetime_formats": ["%Y-%m-%dT%H:%M:%SZ", "%Y-%m-%dT%H:%M:%S%z"],
+            "datetime_format": "%Y-%m-%dT%H:%M:%SZ",
+            "cursor_field": "{{ parameters.get('cursor_field',  'updated_at') }}",
+            "start_datetime": {"datetime": "{{ config.get('start_date')}}"},
+            "start_time_option": {
+                "inject_into": "request_parameter",
+                "field_name": "start_time",
+                "type": "RequestOption",
+            },
+        },
+        "posts_stream": {
+            "type": "DeclarativeStream",
+            "name": "posts",
+            "primary_key": ["id"],
+            "schema_loader": {
+                "type": "InlineSchemaLoader",
+                "schema": {
+                    "$schema": "http://json-schema.org/schema#",
+                    "properties": {
+                        "id": {"type": "integer"},
+                        "updated_at": {"type": "string", "format": "date-time"},
+                        "title": {"type": "string"},
+                        "content": {"type": "string"},
+                    },
+                    "type": "object",
+                },
+            },
+            "retriever": {
+                "type": "SimpleRetriever",
+                "requester": {
+                    "type": "HttpRequester",
+                    "url_base": "https://api.example.com",
+                    "path": "/community/posts",
+                    "http_method": "GET",
+                    "authenticator": "#/definitions/basic_authenticator",
+                },
+                "record_selector": "#/definitions/retriever/record_selector",
+                "paginator": "#/definitions/retriever/paginator",
+            },
+            "incremental_sync": "#/definitions/cursor_incremental_sync",
+            "$parameters": {
+                "name": "posts",
+                "path": "community/posts",
+                "data_path": "posts",
+                "cursor_field": "updated_at",
+                "primary_key": "id",
+            },
+        },
+        "post_comments_stream": {
+            "type": "DeclarativeStream",
+            "name": "post_comments",
+            "primary_key": ["id"],
+            "schema_loader": {
+                "type": "InlineSchemaLoader",
+                "schema": {
+                    "$schema": "http://json-schema.org/schema#",
+                    "properties": {
+                        "id": {"type": "integer"},
+                        "updated_at": {"type": "string", "format": "date-time"},
+                        "post_id": {"type": "integer"},
+                        "comment": {"type": "string"},
+                    },
+                    "type": "object",
+                },
+            },
+            "retriever": {
+                "type": "SimpleRetriever",
+                "requester": {
+                    "type": "HttpRequester",
+                    "url_base": "https://api.example.com",
+                    "path": "/community/posts_comments",
+                    "http_method": "GET",
+                    "authenticator": "#/definitions/basic_authenticator",
+                },
+                "record_selector": {
+                    "type": "RecordSelector",
+                    "extractor": {"type": "DpathExtractor", "field_path": ["comments"]},
+                    "record_filter": {
+                        "condition": "{{ record['updated_at'] >= stream_state.get('updated_at', config.get('start_date')) }}"
+                    },
+                },
+                "paginator": "#/definitions/retriever/paginator",
+                "partition_router": {
+                    "type": "SubstreamPartitionRouter",
+                    "parent_stream_configs": [
+                        {
+                            "stream": "#/definitions/posts_stream",
+                            "parent_key": "id",
+                            "partition_field": "id",
+                            "incremental_dependency": True,
+                            "request_option": {
+                                "inject_into": "request_parameter",
+                                "type": "RequestOption",
+                                "field_name": "post_id",
+                            },
+                        }
+                    ],
+                },
+            },
+            "incremental_sync": {
+                "type": "DatetimeBasedCursor",
+                "cursor_datetime_formats": ["%Y-%m-%dT%H:%M:%SZ", "%Y-%m-%dT%H:%M:%S%z"],
+                "datetime_format": "%Y-%m-%dT%H:%M:%SZ",
+                "cursor_field": "{{ parameters.get('cursor_field',  'updated_at') }}",
+                "start_datetime": {"datetime": "{{ config.get('start_date') }}"},
+            },
+            "$parameters": {
+                "name": "post_comments",
+                "path": "community/posts_comments",
+                "data_path": "comments",
+                "cursor_field": "updated_at",
+                "primary_key": "id",
+            },
+        },
+        "post_comment_votes_stream": {
+            "type": "DeclarativeStream",
+            "name": "post_comment_votes",
+            "primary_key": ["id"],
+            "schema_loader": {
+                "type": "InlineSchemaLoader",
+                "schema": {
+                    "$schema": "http://json-schema.org/schema#",
+                    "properties": {
+                        "id": {"type": "integer"},
+                        "created_at": {"type": "string", "format": "date-time"},
+                        "comment_id": {"type": "integer"},
+                        "vote": {"type": "number"},
+                    },
+                    "type": "object",
+                },
+            },
+            "retriever": {
+                "type": "SimpleRetriever",
+                "requester": {
+                    "type": "HttpRequester",
+                    "url_base": "https://api.example.com",
+                    "path": "/community/posts_comments_votes",
+                    "http_method": "GET",
+                    "authenticator": "#/definitions/basic_authenticator",
+                },
+                "record_selector": "#/definitions/retriever/record_selector",
+                "paginator": "#/definitions/retriever/paginator",
+                "partition_router": {
+                    "type": "SubstreamPartitionRouter",
+                    "parent_stream_configs": [
+                        {
+                            "stream": "#/definitions/post_comments_stream",
+                            "parent_key": "id",
+                            "partition_field": "id",
+                            "incremental_dependency": True,
+                            "extra_fields": [["updated_at"]],
+                            "request_option": {
+                                "inject_into": "request_parameter",
+                                "type": "RequestOption",
+                                "field_name": "comment_id",
+                            },
+                        }
+                    ],
+                },
+            },
+            "transformations": [
+                {
+                    "type": "AddFields",
+                    "fields": [
+                        {
+                            "path": ["comment_updated_at"],
+                            "value_type": "string",
+                            "value": "{{ stream_slice.extra_fields['updated_at'] }}",
+                        },
+                    ],
+                },
+            ],
+            "incremental_sync": "#/definitions/cursor_incremental_sync",
+            "$parameters": {
+                "name": "post_comment_votes",
+                "path": "community/posts_comments_votes",
+                "data_path": "votes",
+                "cursor_field": "created_at",
+                "primary_key": "id",
+            },
+        },
+    },
+    "streams": [
+        {"$ref": "#/definitions/posts_stream"},
+        {"$ref": "#/definitions/post_comments_stream"},
+        {"$ref": "#/definitions/post_comment_votes_stream"},
+    ],
+    "concurrency_level": {
+        "type": "ConcurrencyLevel",
+        "default_concurrency": "{{ config['num_workers'] or 10 }}",
+        "max_concurrency": 25,
+    },
+    "spec": {
+        "type": "Spec",
+        "documentation_url": "https://airbyte.com/#yaml-from-manifest",
+        "connection_specification": {
+            "title": "Test Spec",
+            "type": "object",
+            "required": ["credentials", "start_date"],
+            "additionalProperties": False,
+            "properties": {
+                "credentials": {
+                    "type": "object",
+                    "required": ["email", "api_token"],
+                    "properties": {
+                        "email": {
+                            "type": "string",
+                            "title": "Email",
+                            "description": "The email for authentication.",
+                        },
+                        "api_token": {
+                            "type": "string",
+                            "airbyte_secret": True,
+                            "title": "API Token",
+                            "description": "The API token for authentication.",
+                        },
+                    },
+                },
+                "start_date": {
+                    "type": "string",
+                    "format": "date-time",
+                    "title": "Start Date",
+                    "description": "The date from which to start syncing data.",
+                },
+            },
+        },
+    },
+}
+
+
+@pytest.mark.parametrize(
+    "test_name, manifest, mock_requests, expected_records, initial_state, expected_state",
+    [
+        (
+            "test_incremental_parent_state",
+            SUBSTREAM_REQUEST_OPTIONS_MANIFEST,
+            [
+                # Fetch the first page of posts
+                (
+                    f"https://api.example.com/community/posts?per_page=100&start_time={PARENT_POSTS_CURSOR}",
+                    {
+                        "posts": [
+                            {"id": 1, "updated_at": POST_1_UPDATED_AT},
+                            {"id": 2, "updated_at": POST_2_UPDATED_AT},
+                        ],
+                        "next_page": (
+                            f"https://api.example.com/community/posts"
+                            f"?per_page=100&start_time={PARENT_POSTS_CURSOR}&page=2"
+                        ),
+                    },
+                ),
+                # Fetch the second page of posts
+                (
+                    f"https://api.example.com/community/posts?per_page=100&start_time={PARENT_POSTS_CURSOR}&page=2",
+                    {"posts": [{"id": 3, "updated_at": POST_3_UPDATED_AT}]},
+                ),
+                # Fetch the first page of comments for post 1
+                (
+                    "https://api.example.com/community/posts_comments?per_page=100&post_id=1",
+                    {
+                        "comments": [
+                            {
+                                "id": 9,
+                                "post_id": 1,
+                                "updated_at": COMMENT_9_OLDEST,
+                            },
+                            {
+                                "id": 10,
+                                "post_id": 1,
+                                "updated_at": COMMENT_10_UPDATED_AT,
+                            },
+                            {
+                                "id": 11,
+                                "post_id": 1,
+                                "updated_at": COMMENT_11_UPDATED_AT,
+                            },
+                        ],
+                        "next_page": "https://api.example.com/community/posts_comments?per_page=100&post_id=1&page=2",
+                    },
+                ),
+                # Fetch the second page of comments for post 1
+                (
+                    "https://api.example.com/community/posts_comments?per_page=100&post_id=1&page=2",
+                    {"comments": [{"id": 12, "post_id": 1, "updated_at": COMMENT_12_UPDATED_AT}]},
+                ),
+                # Fetch the first page of votes for comment 10 of post 1
+                (
+                    f"https://api.example.com/community/posts_comments_votes?per_page=100&comment_id=10&start_time={INITIAL_STATE_PARTITION_10_CURSOR}",
+                    {
+                        "votes": [
+                            {
+                                "id": 100,
+                                "comment_id": 10,
+                                "created_at": VOTE_100_CREATED_AT,
+                            }
+                        ],
+                        "next_page": (
+                            f"https://api.example.com/community/posts_comments_votes"
+                            f"?per_page=100&page=2&comment_id=10&start_time={INITIAL_STATE_PARTITION_10_CURSOR}"
+                        ),
+                    },
+                ),
+                # Fetch the second page of votes for comment 10 of post 1
+                (
+                    f"https://api.example.com/community/posts_comments_votes"
+                    f"?per_page=100&page=2&comment_id=10&start_time={INITIAL_STATE_PARTITION_10_CURSOR}",
+                    {"votes": [{"id": 101, "comment_id": 10, "created_at": VOTE_101_CREATED_AT}]},
+                ),
+                # Fetch the first page of votes for comment 11 of post 1
+                (
+                    f"https://api.example.com/community/posts_comments_votes"
+                    f"?per_page=100&comment_id=11&start_time={INITIAL_STATE_PARTITION_11_CURSOR}",
+                    {"votes": [{"id": 111, "comment_id": 11, "created_at": VOTE_111_CREATED_AT}]},
+                ),
+                # Fetch the first page of votes for comment 12 of post 1
+                (
+                    f"https://api.example.com/community/posts_comments_votes?"
+                    f"per_page=100&comment_id=12&start_time={LOOKBACK_DATE}",
+                    {"votes": []},
+                ),
+                # Fetch the first page of comments for post 2
+                (
+                    "https://api.example.com/community/posts_comments?per_page=100&post_id=2",
+                    {
+                        "comments": [{"id": 20, "post_id": 2, "updated_at": COMMENT_20_UPDATED_AT}],
+                        "next_page": "https://api.example.com/community/posts_comments?per_page=100&post_id=2&page=2",
+                    },
+                ),
+                # Fetch the second page of comments for post 2
+                (
+                    "https://api.example.com/community/posts_comments?per_page=100&post_id=2&page=2",
+                    {"comments": [{"id": 21, "post_id": 2, "updated_at": COMMENT_21_UPDATED_AT}]},
+                ),
+                # Fetch the first page of votes for comment 20 of post 2
+                (
+                    f"https://api.example.com/community/posts_comments_votes"
+                    f"?per_page=100&comment_id=20&start_time={LOOKBACK_DATE}",
+                    {"votes": [{"id": 200, "comment_id": 20, "created_at": VOTE_200_CREATED_AT}]},
+                ),
+                # Fetch the first page of votes for comment 21 of post 2
+                (
+                    f"https://api.example.com/community/posts_comments_votes?"
+                    f"per_page=100&comment_id=21&start_time={LOOKBACK_DATE}",
+                    {"votes": [{"id": 210, "comment_id": 21, "created_at": VOTE_210_CREATED_AT}]},
+                ),
+                # Fetch the first page of comments for post 3
+                (
+                    "https://api.example.com/community/posts_comments?per_page=100&post_id=3",
+                    {"comments": [{"id": 30, "post_id": 3, "updated_at": COMMENT_30_UPDATED_AT}]},
+                ),
+                # Fetch the first page of votes for comment 30 of post 3
+                (
+                    f"https://api.example.com/community/posts_comments_votes?"
+                    f"per_page=100&comment_id=30&start_time={LOOKBACK_DATE}",
+                    {"votes": [{"id": 300, "comment_id": 30, "created_at": VOTE_300_CREATED_AT}]},
+                ),
+            ],
+            # Expected records
+            [
+                {
+                    "comment_id": 10,
+                    "comment_updated_at": COMMENT_10_UPDATED_AT,
+                    "created_at": VOTE_100_CREATED_AT,
+                    "id": 100,
+                },
+                {
+                    "comment_id": 10,
+                    "comment_updated_at": COMMENT_10_UPDATED_AT,
+                    "created_at": VOTE_101_CREATED_AT,
+                    "id": 101,
+                },
+                {
+                    "comment_id": 11,
+                    "comment_updated_at": COMMENT_11_UPDATED_AT,
+                    "created_at": VOTE_111_CREATED_AT,
+                    "id": 111,
+                },
+                {
+                    "comment_id": 20,
+                    "comment_updated_at": COMMENT_20_UPDATED_AT,
+                    "created_at": VOTE_200_CREATED_AT,
+                    "id": 200,
+                },
+                {
+                    "comment_id": 21,
+                    "comment_updated_at": COMMENT_21_UPDATED_AT,
+                    "created_at": VOTE_210_CREATED_AT,
+                    "id": 210,
+                },
+                {
+                    "comment_id": 30,
+                    "comment_updated_at": COMMENT_30_UPDATED_AT,
+                    "created_at": VOTE_300_CREATED_AT,
+                    "id": 300,
+                },
+            ],
+            # Initial state
+            {
+                "parent_state": {
+                    "post_comments": {
+                        "states": [
+                            {
+                                "partition": {"id": 1, "parent_slice": {}},
+                                "cursor": {"updated_at": PARENT_COMMENT_CURSOR_PARTITION_1},
+                            }
+                        ],
+                        "parent_state": {"posts": {"updated_at": PARENT_POSTS_CURSOR}},
+                    }
+                },
+                "state": {"created_at": INITIAL_GLOBAL_CURSOR},
+                "states": [
+                    {
+                        "partition": {
+                            "id": 10,
+                            "parent_slice": {"id": 1, "parent_slice": {}},
+                        },
+                        "cursor": {"created_at": INITIAL_STATE_PARTITION_10_CURSOR},
+                    },
+                    {
+                        "partition": {
+                            "id": 11,
+                            "parent_slice": {"id": 1, "parent_slice": {}},
+                        },
+                        "cursor": {"created_at": INITIAL_STATE_PARTITION_11_CURSOR},
+                    },
+                ],
+                "lookback_window": 86400,
+            },
+            # Expected state
+            {
+                "state": {"created_at": VOTE_100_CREATED_AT},
+                "parent_state": {
+                    "post_comments": {
+                        "use_global_cursor": False,
+                        "state": {"updated_at": COMMENT_10_UPDATED_AT},  # 10 is the "latest"
+                        "parent_state": {
+                            "posts": {"updated_at": POST_1_UPDATED_AT}
+                        },  # post 1 is the latest
+                        "lookback_window": 1,
+                        "states": [
+                            {
+                                "partition": {"id": 1, "parent_slice": {}},
+                                "cursor": {"updated_at": COMMENT_10_UPDATED_AT},
+                            },
+                            {
+                                "partition": {"id": 2, "parent_slice": {}},
+                                "cursor": {"updated_at": COMMENT_20_UPDATED_AT},
+                            },
+                            {
+                                "partition": {"id": 3, "parent_slice": {}},
+                                "cursor": {"updated_at": COMMENT_30_UPDATED_AT},
+                            },
+                        ],
+                    }
+                },
+                "lookback_window": 1,
+                "states": [
+                    {
+                        "partition": {"id": 10, "parent_slice": {"id": 1, "parent_slice": {}}},
+                        "cursor": {"created_at": VOTE_100_CREATED_AT},
+                    },
+                    {
+                        "partition": {"id": 11, "parent_slice": {"id": 1, "parent_slice": {}}},
+                        "cursor": {"created_at": VOTE_111_CREATED_AT},
+                    },
+                    {
+                        "partition": {"id": 12, "parent_slice": {"id": 1, "parent_slice": {}}},
+                        "cursor": {"created_at": LOOKBACK_DATE},
+                    },
+                    {
+                        "partition": {"id": 20, "parent_slice": {"id": 2, "parent_slice": {}}},
+                        "cursor": {"created_at": VOTE_200_CREATED_AT},
+                    },
+                    {
+                        "partition": {"id": 21, "parent_slice": {"id": 2, "parent_slice": {}}},
+                        "cursor": {"created_at": VOTE_210_CREATED_AT},
+                    },
+                    {
+                        "partition": {"id": 30, "parent_slice": {"id": 3, "parent_slice": {}}},
+                        "cursor": {"created_at": VOTE_300_CREATED_AT},
+                    },
+                ],
+            },
+        ),
+    ],
+)
+def test_incremental_substream_request_options_provider(
+    test_name, manifest, mock_requests, expected_records, initial_state, expected_state
+):
+    """
+    Test incremental syncing for a stream that uses request options provider from parent stream config.
+    """
+    run_mocked_test(
+        mock_requests,
+        manifest,
+        CONFIG,
+        "post_comment_votes",
+        initial_state,
+        expected_records,
+        expected_state,
+    )
diff --git a/unit_tests/sources/declarative/parsers/test_model_to_component_factory.py b/unit_tests/sources/declarative/parsers/test_model_to_component_factory.py
index c50e9e6e9..3ee744e09 100644
--- a/unit_tests/sources/declarative/parsers/test_model_to_component_factory.py
+++ b/unit_tests/sources/declarative/parsers/test_model_to_component_factory.py
@@ -12,7 +12,15 @@
 import requests
 
 from airbyte_cdk import AirbyteTracedException
-from airbyte_cdk.models import FailureType, Level
+from airbyte_cdk.models import (
+    AirbyteStateBlob,
+    AirbyteStateMessage,
+    AirbyteStateType,
+    AirbyteStreamState,
+    FailureType,
+    Level,
+    StreamDescriptor,
+)
 from airbyte_cdk.sources.connector_state_manager import ConnectorStateManager
 from airbyte_cdk.sources.declarative.async_job.job_orchestrator import AsyncJobOrchestrator
 from airbyte_cdk.sources.declarative.auth import DeclarativeOauth2Authenticator, JwtAuthenticator
@@ -135,6 +143,14 @@
 from airbyte_cdk.sources.declarative.transformations import AddFields, RemoveFields
 from airbyte_cdk.sources.declarative.transformations.add_fields import AddedFieldDefinition
 from airbyte_cdk.sources.declarative.yaml_declarative_source import YamlDeclarativeSource
+from airbyte_cdk.sources.streams.concurrent.clamping import (
+    ClampingEndProvider,
+    DayClampingStrategy,
+    MonthClampingStrategy,
+    NoClamping,
+    WeekClampingStrategy,
+    Weekday,
+)
 from airbyte_cdk.sources.streams.concurrent.cursor import ConcurrentCursor
 from airbyte_cdk.sources.streams.concurrent.state_converters.datetime_stream_state_converter import (
     CustomFormatConcurrentStreamStateConverter,
@@ -1255,7 +1271,7 @@ def test_client_side_incremental_with_partition_router():
         stream.retriever.record_selector.record_filter, ClientSideIncrementalRecordFilterDecorator
     )
     assert isinstance(
-        stream.retriever.record_selector.record_filter._substream_cursor,
+        stream.retriever.record_selector.record_filter._cursor,
         PerPartitionWithGlobalCursor,
     )
 
@@ -3085,11 +3101,23 @@ def test_create_concurrent_cursor_from_datetime_based_cursor_all_fields(
             "legacy": {},
         }
 
-    connector_state_manager = ConnectorStateManager()
+    stream_name = "test"
 
-    connector_builder_factory = ModelToComponentFactory(emit_connector_builder_messages=True)
+    connector_state_manager = ConnectorStateManager(
+        state=[
+            AirbyteStateMessage(
+                type=AirbyteStateType.STREAM,
+                stream=AirbyteStreamState(
+                    stream_descriptor=StreamDescriptor(name=stream_name),
+                    stream_state=AirbyteStateBlob(stream_state),
+                ),
+            )
+        ]
+    )
 
-    stream_name = "test"
+    connector_builder_factory = ModelToComponentFactory(
+        emit_connector_builder_messages=True, connector_state_manager=connector_state_manager
+    )
 
     cursor_component_definition = {
         "type": "DatetimeBasedCursor",
@@ -3106,13 +3134,11 @@ def test_create_concurrent_cursor_from_datetime_based_cursor_all_fields(
 
     concurrent_cursor = (
         connector_builder_factory.create_concurrent_cursor_from_datetime_based_cursor(
-            state_manager=connector_state_manager,
             model_type=DatetimeBasedCursorModel,
             component_definition=cursor_component_definition,
             stream_name=stream_name,
             stream_namespace=None,
             config=config,
-            stream_state=stream_state,
         )
     )
 
@@ -3321,6 +3347,111 @@ def test_create_concurrent_cursor_uses_min_max_datetime_format_if_defined():
     }
 
 
+@pytest.mark.parametrize(
+    "clamping,expected_clamping_strategy,expected_error",
+    [
+        pytest.param(
+            {"target": "DAY", "target_details": {}},
+            DayClampingStrategy,
+            None,
+            id="test_day_clamping_strategy",
+        ),
+        pytest.param(
+            {"target": "WEEK", "target_details": {"weekday": "SUNDAY"}},
+            WeekClampingStrategy,
+            None,
+            id="test_week_clamping_strategy",
+        ),
+        pytest.param(
+            {"target": "MONTH", "target_details": {}},
+            MonthClampingStrategy,
+            None,
+            id="test_month_clamping_strategy",
+        ),
+        pytest.param(
+            {"target": "WEEK", "target_details": {}},
+            None,
+            ValueError,
+            id="test_week_clamping_strategy_no_target_details",
+        ),
+        pytest.param(
+            {"target": "FAKE", "target_details": {}},
+            None,
+            ValueError,
+            id="test_invalid_clamping_target",
+        ),
+        pytest.param(
+            {"target": "{{ config['clamping_target'] }}"},
+            MonthClampingStrategy,
+            None,
+            id="test_clamping_with_interpolation",
+        ),
+    ],
+)
+def test_create_concurrent_cursor_from_datetime_based_cursor_with_clamping(
+    clamping,
+    expected_clamping_strategy,
+    expected_error,
+):
+    config = {
+        "start_time": "2024-08-01T00:00:00.000000Z",
+        "end_time": "2024-10-15T00:00:00.000000Z",
+        "clamping_target": "MONTH",
+    }
+
+    cursor_component_definition = {
+        "type": "DatetimeBasedCursor",
+        "cursor_field": "updated_at",
+        "datetime_format": "%Y-%m-%dT%H:%M:%S.%fZ",
+        "start_datetime": "{{ config['start_time'] }}",
+        "end_datetime": "{{ config['end_time'] }}",
+        "partition_field_start": "custom_start",
+        "partition_field_end": "custom_end",
+        "step": "P10D",
+        "cursor_granularity": "PT1S",
+        "lookback_window": "P3D",
+        "clamping": clamping,
+    }
+
+    connector_state_manager = ConnectorStateManager()
+
+    connector_builder_factory = ModelToComponentFactory(emit_connector_builder_messages=True)
+
+    stream_name = "test"
+
+    if expected_error:
+        with pytest.raises(ValueError):
+            connector_builder_factory.create_concurrent_cursor_from_datetime_based_cursor(
+                state_manager=connector_state_manager,
+                model_type=DatetimeBasedCursorModel,
+                component_definition=cursor_component_definition,
+                stream_name=stream_name,
+                stream_namespace=None,
+                config=config,
+                stream_state={},
+            )
+
+    else:
+        concurrent_cursor = (
+            connector_builder_factory.create_concurrent_cursor_from_datetime_based_cursor(
+                state_manager=connector_state_manager,
+                model_type=DatetimeBasedCursorModel,
+                component_definition=cursor_component_definition,
+                stream_name=stream_name,
+                stream_namespace=None,
+                config=config,
+                stream_state={},
+            )
+        )
+
+        assert concurrent_cursor._clamping_strategy.__class__ == expected_clamping_strategy
+        assert isinstance(concurrent_cursor._end_provider, ClampingEndProvider)
+        assert isinstance(
+            concurrent_cursor._end_provider._clamping_strategy, expected_clamping_strategy
+        )
+        assert concurrent_cursor._end_provider._granularity == datetime.timedelta(seconds=1)
+
+
 class CustomRecordExtractor(RecordExtractor):
     def extract_records(
         self,
diff --git a/unit_tests/sources/declarative/partition_routers/test_parent_state_stream.py b/unit_tests/sources/declarative/partition_routers/test_parent_state_stream.py
index 159576203..b65f1f724 100644
--- a/unit_tests/sources/declarative/partition_routers/test_parent_state_stream.py
+++ b/unit_tests/sources/declarative/partition_routers/test_parent_state_stream.py
@@ -322,7 +322,6 @@ def run_incremental_parent_state_test(
         # For each intermediate state, perform another read starting from that state
         for state, records_before_state in intermediate_states[:-1]:
             output_intermediate = _run_read(manifest, config, _stream_name, [state])
-
             records_from_state = [
                 message.record.data for message in output_intermediate if message.record
             ]
diff --git a/unit_tests/sources/declarative/partition_routers/test_substream_partition_router.py b/unit_tests/sources/declarative/partition_routers/test_substream_partition_router.py
index 5814805e2..089d2bf07 100644
--- a/unit_tests/sources/declarative/partition_routers/test_substream_partition_router.py
+++ b/unit_tests/sources/declarative/partition_routers/test_substream_partition_router.py
@@ -402,6 +402,125 @@ def test_substream_partition_router_invalid_parent_record_type():
         _ = [s for s in partition_router.stream_slices()]
 
 
+@pytest.mark.parametrize(
+    "initial_state, expected_parent_state",
+    [
+        # Case 1: Empty initial state, no parent state expected
+        ({}, {}),
+        # Case 2: Initial state with no `parent_state`, migrate `updated_at` to `parent_stream_cursor`
+        (
+            {"updated_at": "2023-05-27T00:00:00Z"},
+            {"parent_stream_cursor": "2023-05-27T00:00:00Z"},
+        ),
+        # Case 3: Initial state with global `state`, no migration expected
+        (
+            {"state": {"updated": "2023-05-27T00:00:00Z"}},
+            {},
+        ),
+        # Case 4: Initial state with per-partition `states`, no migration expected
+        (
+            {
+                "states": [
+                    {
+                        "partition": {
+                            "issue_id": "10012",
+                            "parent_slice": {
+                                "parent_slice": {},
+                                "project_id": "10000",
+                            },
+                        },
+                        "cursor": {"updated": "2021-01-01T00:00:00+0000"},
+                    },
+                    {
+                        "partition": {
+                            "issue_id": "10019",
+                            "parent_slice": {
+                                "parent_slice": {},
+                                "project_id": "10000",
+                            },
+                        },
+                        "cursor": {"updated": "2021-01-01T00:00:00+0000"},
+                    },
+                    {
+                        "partition": {
+                            "issue_id": "10000",
+                            "parent_slice": {
+                                "parent_slice": {},
+                                "project_id": "10000",
+                            },
+                        },
+                        "cursor": {"updated": "2021-01-01T00:00:00+0000"},
+                    },
+                ]
+            },
+            {},
+        ),
+        # Case 5: Initial state with `parent_state`, existing parent state persists
+        (
+            {
+                "parent_state": {
+                    "parent_stream_name1": {"parent_stream_cursor": "2023-05-27T00:00:00Z"},
+                },
+            },
+            {"parent_stream_cursor": "2023-05-27T00:00:00Z"},
+        ),
+        # Case 6: Declarative global cursor state, no migration expected
+        (
+            {
+                "looback_window": 1,
+                "use_global_cursor": True,
+                "state": {"updated": "2023-05-27T00:00:00Z"},
+            },
+            {},
+        ),
+    ],
+    ids=[
+        "empty_initial_state",
+        "initial_state_no_parent_legacy_state",
+        "initial_state_no_parent_global_state",
+        "initial_state_no_parent_per_partition_state",
+        "initial_state_with_parent_state",
+        "initial_state_no_parent_global_state_declarative",
+    ],
+)
+def test_set_initial_state(initial_state, expected_parent_state):
+    """
+    Test the `set_initial_state` method of SubstreamPartitionRouter.
+
+    This test verifies that the method correctly handles different initial state formats
+    and sets the appropriate parent stream state.
+    """
+    parent_stream = MockStream(
+        slices=[{}],
+        records=[],
+        name="parent_stream_name1",
+        cursor_field="parent_stream_cursor",
+    )
+    parent_stream.state = {}
+    parent_stream_config = ParentStreamConfig(
+        stream=parent_stream,
+        parent_key="id",
+        partition_field="parent_stream_id",
+        parameters={},
+        config={},
+        incremental_dependency=True,
+    )
+
+    partition_router = SubstreamPartitionRouter(
+        parent_stream_configs=[parent_stream_config],
+        parameters={},
+        config={},
+    )
+
+    partition_router.set_initial_state(initial_state)
+
+    # Assert the state of the parent stream
+    assert parent_stream.state == expected_parent_state, (
+        f"Unexpected parent state. Initial state: {initial_state}, "
+        f"Expected: {expected_parent_state}, Got: {parent_stream.state}"
+    )
+
+
 @pytest.mark.parametrize(
     "parent_stream_request_parameters, expected_req_params, expected_headers, expected_body_json, expected_body_data",
     [
diff --git a/unit_tests/sources/declarative/requesters/error_handlers/test_composite_error_handler.py b/unit_tests/sources/declarative/requesters/error_handlers/test_composite_error_handler.py
index 7a4e46ed3..765b879de 100644
--- a/unit_tests/sources/declarative/requesters/error_handlers/test_composite_error_handler.py
+++ b/unit_tests/sources/declarative/requesters/error_handlers/test_composite_error_handler.py
@@ -9,6 +9,9 @@
 
 from airbyte_cdk.models import FailureType
 from airbyte_cdk.sources.declarative.requesters.error_handlers import HttpResponseFilter
+from airbyte_cdk.sources.declarative.requesters.error_handlers.backoff_strategies import (
+    ConstantBackoffStrategy,
+)
 from airbyte_cdk.sources.declarative.requesters.error_handlers.composite_error_handler import (
     CompositeErrorHandler,
 )
@@ -272,3 +275,77 @@ def test_max_time_is_max_of_underlying_handlers(test_name, max_times, expected_m
 
     max_time = composite_error_handler.max_time
     assert max_time == expected_max_time
+
+
+@pytest.mark.parametrize(
+    "test_name, handler_strategies, expected_strategies",
+    [
+        ("test_empty_strategies", [None, None], None),
+        (
+            "test_single_handler_with_strategy",
+            [[ConstantBackoffStrategy(5, {}, {})], None],
+            [ConstantBackoffStrategy(5, {}, {})],
+        ),
+        (
+            "test_multiple_handlers_with_strategies",
+            [[ConstantBackoffStrategy(5, {}, {})], [ConstantBackoffStrategy(10, {}, {})]],
+            [ConstantBackoffStrategy(5, {}, {}), ConstantBackoffStrategy(10, {}, {})],
+        ),
+        (
+            "test_some_handlers_without_strategies",
+            [[ConstantBackoffStrategy(5, {}, {})], None, [ConstantBackoffStrategy(10, {}, {})]],
+            [ConstantBackoffStrategy(5, {}, {}), ConstantBackoffStrategy(10, {}, {})],
+        ),
+    ],
+)
+def test_composite_error_handler_backoff_strategies(
+    test_name, handler_strategies, expected_strategies
+):
+    parameters = {}
+    config = {}
+
+    error_handlers = [
+        DefaultErrorHandler(backoff_strategies=strategies, parameters=parameters, config=config)
+        for strategies in handler_strategies
+    ]
+
+    composite_handler = CompositeErrorHandler(error_handlers=error_handlers, parameters=parameters)
+
+    assert composite_handler.backoff_strategies == expected_strategies
+
+
+def test_composite_error_handler_always_uses_first_strategy():
+    first_handler = DefaultErrorHandler(
+        backoff_strategies=[ConstantBackoffStrategy(5, {}, {})],
+        parameters={},
+        config={},
+        response_filters=[
+            HttpResponseFilter(
+                action=ResponseAction.RETRY, http_codes={429}, config={}, parameters={}
+            )
+        ],
+    )
+    second_handler = DefaultErrorHandler(
+        backoff_strategies=[ConstantBackoffStrategy(10, {}, {})],
+        parameters={},
+        config={},
+        response_filters=[
+            HttpResponseFilter(
+                action=ResponseAction.RETRY, http_codes={500}, config={}, parameters={}
+            )
+        ],
+    )
+
+    composite_handler = CompositeErrorHandler(
+        error_handlers=[first_handler, second_handler], parameters={}
+    )
+
+    # Test that even for a 500 error (which matches second handler's filter),
+    # we still get both strategies with first handler's coming first
+    response_mock = create_response(500)
+    assert first_handler.backoff_strategies[0].backoff_time(response_mock, 1) == 5
+
+    # Verify we get both strategies in the composite handler
+    assert len(composite_handler.backoff_strategies) == 2
+    assert isinstance(composite_handler.backoff_strategies[0], ConstantBackoffStrategy)
+    assert composite_handler.backoff_strategies[1], ConstantBackoffStrategy
diff --git a/unit_tests/sources/declarative/requesters/test_http_requester.py b/unit_tests/sources/declarative/requesters/test_http_requester.py
index 28ea0cb9b..8e63aa21e 100644
--- a/unit_tests/sources/declarative/requesters/test_http_requester.py
+++ b/unit_tests/sources/declarative/requesters/test_http_requester.py
@@ -13,6 +13,7 @@
 
 from airbyte_cdk.sources.declarative.auth.declarative_authenticator import DeclarativeAuthenticator
 from airbyte_cdk.sources.declarative.interpolation.interpolated_string import InterpolatedString
+from airbyte_cdk.sources.declarative.requesters.error_handlers import HttpResponseFilter
 from airbyte_cdk.sources.declarative.requesters.error_handlers.backoff_strategies import (
     ConstantBackoffStrategy,
     ExponentialBackoffStrategy,
@@ -26,6 +27,7 @@
     InterpolatedRequestOptionsProvider,
 )
 from airbyte_cdk.sources.message import MessageRepository
+from airbyte_cdk.sources.streams.http.error_handlers.response_models import ResponseAction
 from airbyte_cdk.sources.streams.http.exceptions import (
     RequestBodyException,
     UserDefinedBackoffException,
@@ -901,3 +903,34 @@ def test_request_attempt_count_with_exponential_backoff_strategy(http_requester_
         http_requester._http_client._request_attempt_count.get(request_mock)
         == http_requester._http_client._max_retries + 1
     )
+
+
+@pytest.mark.usefixtures("mock_sleep")
+def test_backoff_strategy_from_manifest_is_respected(http_requester_factory: Any) -> None:
+    backoff_strategy = ConstantBackoffStrategy(
+        parameters={}, config={}, backoff_time_in_seconds=0.1
+    )
+    error_handler = DefaultErrorHandler(
+        parameters={}, config={}, max_retries=1, backoff_strategies=[backoff_strategy]
+    )
+
+    request_mock = MagicMock(spec=requests.PreparedRequest)
+    request_mock.headers = {}
+    request_mock.url = "https://orksy.com/orks_rule_humies_drule"
+    request_mock.method = "GET"
+    request_mock.body = {}
+
+    http_requester = http_requester_factory(error_handler=error_handler)
+    http_requester._http_client._session.send = MagicMock()
+
+    response = requests.Response()
+    response.status_code = 500
+    http_requester._http_client._session.send.return_value = response
+
+    with pytest.raises(UserDefinedBackoffException):
+        http_requester._http_client._send_with_retry(request=request_mock, request_kwargs={})
+
+    assert (
+        http_requester._http_client._request_attempt_count.get(request_mock)
+        == http_requester._http_client._max_retries + 1
+    )
diff --git a/unit_tests/sources/declarative/retrievers/test_simple_retriever.py b/unit_tests/sources/declarative/retrievers/test_simple_retriever.py
index ed9dbeabb..b33febcaf 100644
--- a/unit_tests/sources/declarative/retrievers/test_simple_retriever.py
+++ b/unit_tests/sources/declarative/retrievers/test_simple_retriever.py
@@ -244,7 +244,6 @@ def test_simple_retriever_resumable_full_refresh_cursor_page_increment(
     actual_records = [
         r for r in retriever.read_records(records_schema={}, stream_slice=stream_slice)
     ]
-
     assert len(actual_records) == 3
     assert actual_records == expected_records[5:]
     assert retriever.state == {"__ab_full_refresh_sync_complete": True}
@@ -359,7 +358,6 @@ def test_simple_retriever_resumable_full_refresh_cursor_reset_cursor_pagination(
     actual_records = [
         r for r in stream.retriever.read_records(records_schema={}, stream_slice=stream_slice)
     ]
-
     assert len(actual_records) == 3
     assert actual_records == expected_records[5:]
     assert stream.retriever.state == {"__ab_full_refresh_sync_complete": True}
@@ -493,8 +491,8 @@ def test_get_request_headers(test_name, paginator_mapping, expected_mapping):
     paginator.get_request_headers.return_value = paginator_mapping
     requester = MagicMock(use_cache=False)
 
-    stream_slicer = MagicMock()
-    stream_slicer.get_request_headers.return_value = {"key": "value"}
+    request_option_provider = MagicMock()
+    request_option_provider.get_request_headers.return_value = {"key": "value"}
 
     record_selector = MagicMock()
     retriever = SimpleRetriever(
@@ -502,7 +500,7 @@ def test_get_request_headers(test_name, paginator_mapping, expected_mapping):
         primary_key=primary_key,
         requester=requester,
         record_selector=record_selector,
-        stream_slicer=stream_slicer,
+        request_option_provider=request_option_provider,
         paginator=paginator,
         parameters={},
         config={},
@@ -557,7 +555,7 @@ def test_get_request_headers(test_name, paginator_mapping, expected_mapping):
         ),
     ],
 )
-def test_ignore_stream_slicer_parameters_on_paginated_requests(
+def test_ignore_request_option_provider_parameters_on_paginated_requests(
     test_name,
     paginator_mapping,
     ignore_stream_slicer_parameters_on_paginated_requests,
@@ -569,8 +567,8 @@ def test_ignore_stream_slicer_parameters_on_paginated_requests(
     paginator.get_request_headers.return_value = paginator_mapping
     requester = MagicMock(use_cache=False)
 
-    stream_slicer = MagicMock()
-    stream_slicer.get_request_headers.return_value = {"key_from_slicer": "value"}
+    request_option_provider = MagicMock()
+    request_option_provider.get_request_headers.return_value = {"key_from_slicer": "value"}
 
     record_selector = MagicMock()
     retriever = SimpleRetriever(
@@ -578,7 +576,7 @@ def test_ignore_stream_slicer_parameters_on_paginated_requests(
         primary_key=primary_key,
         requester=requester,
         record_selector=record_selector,
-        stream_slicer=stream_slicer,
+        request_option_provider=request_option_provider,
         paginator=paginator,
         ignore_stream_slicer_parameters_on_paginated_requests=ignore_stream_slicer_parameters_on_paginated_requests,
         parameters={},
diff --git a/unit_tests/sources/declarative/schema/test_dynamic_schema_loader.py b/unit_tests/sources/declarative/schema/test_dynamic_schema_loader.py
index 4860e3e1d..4d9af8667 100644
--- a/unit_tests/sources/declarative/schema/test_dynamic_schema_loader.py
+++ b/unit_tests/sources/declarative/schema/test_dynamic_schema_loader.py
@@ -84,7 +84,17 @@
                     "schema_pointer": ["fields"],
                     "key_pointer": ["name"],
                     "type_pointer": ["type"],
-                    "types_mapping": [{"target_type": "string", "current_type": "singleLineText"}],
+                    "types_mapping": [
+                        {"target_type": "string", "current_type": "singleLineText"},
+                        {
+                            "target_type": {
+                                "field_type": "array",
+                                "items": {"field_type": "array", "items": "integer"},
+                            },
+                            "current_type": "formula",
+                            "condition": "{{ raw_schema['result']['type'] == 'customInteger' }}",
+                        },
+                    ],
                 },
             },
         },
@@ -150,7 +160,8 @@ def dynamic_schema_loader(mock_retriever, mock_schema_type_identifier):
                 ]
             ),
             {
-                "$schema": "http://json-schema.org/draft-07/schema#",
+                "$schema": "https://json-schema.org/draft-07/schema#",
+                "additionalProperties": True,
                 "type": "object",
                 "properties": {
                     "name": {"type": ["null", "string"]},
@@ -171,7 +182,8 @@ def dynamic_schema_loader(mock_retriever, mock_schema_type_identifier):
                 ]
             ),
             {
-                "$schema": "http://json-schema.org/draft-07/schema#",
+                "$schema": "https://json-schema.org/draft-07/schema#",
+                "additionalProperties": True,
                 "type": "object",
                 "properties": {
                     "name": {"type": ["null", "string"]},
@@ -191,7 +203,8 @@ def dynamic_schema_loader(mock_retriever, mock_schema_type_identifier):
                 ]
             ),
             {
-                "$schema": "http://json-schema.org/draft-07/schema#",
+                "$schema": "https://json-schema.org/draft-07/schema#",
+                "additionalProperties": True,
                 "type": "object",
                 "properties": {
                     "address": {
@@ -204,7 +217,8 @@ def dynamic_schema_loader(mock_retriever, mock_schema_type_identifier):
             # Test case: Empty record set
             iter([]),
             {
-                "$schema": "http://json-schema.org/draft-07/schema#",
+                "$schema": "https://json-schema.org/draft-07/schema#",
+                "additionalProperties": True,
                 "type": "object",
                 "properties": {},
             },
@@ -242,7 +256,8 @@ def test_dynamic_schema_loader_invalid_type(dynamic_schema_loader):
 
 def test_dynamic_schema_loader_manifest_flow():
     expected_schema = {
-        "$schema": "http://json-schema.org/draft-07/schema#",
+        "$schema": "https://json-schema.org/draft-07/schema#",
+        "additionalProperties": True,
         "type": "object",
         "properties": {
             "id": {"type": ["null", "integer"]},
@@ -314,7 +329,8 @@ def test_dynamic_schema_loader_with_type_conditions():
     ]["types_mapping"].append({"target_type": "array", "current_type": "formula"})
 
     expected_schema = {
-        "$schema": "http://json-schema.org/draft-07/schema#",
+        "$schema": "https://json-schema.org/draft-07/schema#",
+        "additionalProperties": True,
         "type": "object",
         "properties": {
             "id": {"type": ["null", "integer"]},
@@ -324,6 +340,10 @@ def test_dynamic_schema_loader_with_type_conditions():
             "currency": {"type": ["null", "number"]},
             "salary": {"type": ["null", "number"]},
             "working_days": {"type": ["null", "array"]},
+            "avg_salary": {
+                "type": ["null", "array"],
+                "items": {"type": ["null", "array"], "items": {"type": ["null", "integer"]}},
+            },
         },
     }
     source = ConcurrentDeclarativeSource(
@@ -365,6 +385,12 @@ def test_dynamic_schema_loader_with_type_conditions():
                             {"name": "FirstName", "type": "string"},
                             {"name": "Description", "type": "singleLineText"},
                             {"name": "Salary", "type": "formula", "result": {"type": "number"}},
+                            {
+                                "name": "AvgSalary",
+                                "type": "formula",
+                                "result": {"type": "customInteger"},
+                            },
+                            {"name": "Currency", "type": "formula", "result": {"type": "currency"}},
                             {"name": "Currency", "type": "formula", "result": {"type": "currency"}},
                             {"name": "WorkingDays", "type": "formula"},
                         ]
diff --git a/unit_tests/sources/declarative/test_concurrent_declarative_source.py b/unit_tests/sources/declarative/test_concurrent_declarative_source.py
index 3b5dd50c9..a8c9f77ba 100644
--- a/unit_tests/sources/declarative/test_concurrent_declarative_source.py
+++ b/unit_tests/sources/declarative/test_concurrent_declarative_source.py
@@ -33,6 +33,10 @@
     ConcurrentDeclarativeSource,
 )
 from airbyte_cdk.sources.declarative.declarative_stream import DeclarativeStream
+from airbyte_cdk.sources.declarative.partition_routers import AsyncJobPartitionRouter
+from airbyte_cdk.sources.declarative.stream_slicers.declarative_partition_generator import (
+    StreamSlicerPartitionGenerator,
+)
 from airbyte_cdk.sources.streams import Stream
 from airbyte_cdk.sources.streams.checkpoint import Cursor
 from airbyte_cdk.sources.streams.concurrent.cursor import ConcurrentCursor
@@ -322,6 +326,7 @@
                     "http_method": "GET",
                 },
             },
+            "incremental_sync": {"$ref": "#/definitions/incremental_cursor"},
             "schema_loader": {
                 "type": "InlineSchemaLoader",
                 "schema": {
@@ -651,8 +656,8 @@ def test_group_streams():
     concurrent_streams, synchronous_streams = source._group_streams(config=_CONFIG)
 
     # 1 full refresh stream, 2 incremental streams, 1 substream w/o incremental, 1 list based substream w/o incremental
-    # 1 async job stream
-    assert len(concurrent_streams) == 6
+    # 1 async job stream, 1 substream w/ incremental
+    assert len(concurrent_streams) == 7
     (
         concurrent_stream_0,
         concurrent_stream_1,
@@ -660,6 +665,7 @@ def test_group_streams():
         concurrent_stream_3,
         concurrent_stream_4,
         concurrent_stream_5,
+        concurrent_stream_6,
     ) = concurrent_streams
     assert isinstance(concurrent_stream_0, DefaultStream)
     assert concurrent_stream_0.name == "party_members"
@@ -672,12 +678,9 @@ def test_group_streams():
     assert isinstance(concurrent_stream_4, DefaultStream)
     assert concurrent_stream_4.name == "arcana_personas"
     assert isinstance(concurrent_stream_5, DefaultStream)
-    assert concurrent_stream_5.name == "async_job_stream"
-
-    # 1 substream w/ incremental, 1 stream with async retriever
-    assert len(synchronous_streams) == 1
-    assert isinstance(synchronous_streams[0], DeclarativeStream)
-    assert synchronous_streams[0].name == "palace_enemies"
+    assert concurrent_stream_5.name == "palace_enemies"
+    assert isinstance(concurrent_stream_6, DefaultStream)
+    assert concurrent_stream_6.name == "async_job_stream"
 
 
 @freezegun.freeze_time(time_to_freeze=datetime(2024, 9, 1, 0, 0, 0, 0, tzinfo=timezone.utc))
@@ -740,7 +743,7 @@ def test_create_concurrent_cursor():
     assert locations_cursor._slice_range == isodate.Duration(months=1)
     assert locations_cursor._lookback_window == timedelta(days=5)
     assert locations_cursor._cursor_granularity == timedelta(days=1)
-    assert locations_cursor.state == {
+    assert locations_cursor._concurrent_state == {
         "slices": [
             {
                 "start": datetime(2024, 7, 1, 0, 0, 0, 0, tzinfo=timezone.utc),
@@ -1458,13 +1461,13 @@ def test_streams_with_stream_state_interpolation_should_be_synchronous():
     )
     concurrent_streams, synchronous_streams = source._group_streams(config=_CONFIG)
 
-    # 1 full refresh stream, 2 with parent stream without incremental dependency, 1 stream with async retriever
-    assert len(concurrent_streams) == 4
-    # 2 incremental stream with interpolation on state (locations and party_members), 1 incremental with parent stream (palace_enemies)
-    assert len(synchronous_streams) == 3
+    # 1 full refresh stream, 2 with parent stream without incremental dependency, 1 stream with async retriever, 1 incremental with parent stream (palace_enemies)
+    assert len(concurrent_streams) == 5
+    # 2 incremental stream with interpolation on state (locations and party_members)
+    assert len(synchronous_streams) == 2
 
 
-def test_given_partition_routing_and_incremental_sync_then_stream_is_not_concurrent():
+def test_given_partition_routing_and_incremental_sync_then_stream_is_concurrent():
     manifest = {
         "version": "5.0.0",
         "definitions": {
@@ -1599,8 +1602,49 @@ def test_given_partition_routing_and_incremental_sync_then_stream_is_not_concurr
     )
     concurrent_streams, synchronous_streams = source._group_streams(config=_CONFIG)
 
-    assert len(concurrent_streams) == 0
-    assert len(synchronous_streams) == 1
+    assert len(concurrent_streams) == 1
+    assert len(synchronous_streams) == 0
+
+
+def test_async_incremental_stream_uses_concurrent_cursor_with_state():
+    state = [
+        AirbyteStateMessage(
+            type=AirbyteStateType.STREAM,
+            stream=AirbyteStreamState(
+                stream_descriptor=StreamDescriptor(name="async_job_stream", namespace=None),
+                stream_state=AirbyteStateBlob(updated_at="2024-08-06"),
+            ),
+        )
+    ]
+
+    source = ConcurrentDeclarativeSource(
+        source_config=_MANIFEST, config=_CONFIG, catalog=_CATALOG, state=state
+    )
+
+    expected_state = {
+        "legacy": {"updated_at": "2024-08-06"},
+        "slices": [
+            {
+                "end": datetime(2024, 8, 6, 0, 0, tzinfo=timezone.utc),
+                "most_recent_cursor_value": datetime(2024, 8, 6, 0, 0, tzinfo=timezone.utc),
+                "start": datetime(2024, 7, 1, 0, 0, tzinfo=timezone.utc),
+            }
+        ],
+        "state_type": "date-range",
+    }
+
+    concurrent_streams, _ = source._group_streams(config=_CONFIG)
+    async_job_stream = concurrent_streams[6]
+    assert isinstance(async_job_stream, DefaultStream)
+    cursor = async_job_stream._cursor
+    assert isinstance(cursor, ConcurrentCursor)
+    assert cursor._concurrent_state == expected_state
+    stream_partition_generator = async_job_stream._stream_partition_generator
+    assert isinstance(stream_partition_generator, StreamSlicerPartitionGenerator)
+    async_job_partition_router = stream_partition_generator._stream_slicer
+    assert isinstance(async_job_partition_router, AsyncJobPartitionRouter)
+    assert isinstance(async_job_partition_router.stream_slicer, ConcurrentCursor)
+    assert async_job_partition_router.stream_slicer._concurrent_state == expected_state
 
 
 def create_wrapped_stream(stream: DeclarativeStream) -> Stream:
diff --git a/unit_tests/sources/declarative/test_manifest_declarative_source.py b/unit_tests/sources/declarative/test_manifest_declarative_source.py
index f5c9a159f..b20adaa93 100644
--- a/unit_tests/sources/declarative/test_manifest_declarative_source.py
+++ b/unit_tests/sources/declarative/test_manifest_declarative_source.py
@@ -16,6 +16,7 @@
 import yaml
 from jsonschema.exceptions import ValidationError
 
+import unit_tests.sources.declarative.external_component  # Needed for dynamic imports to work
 from airbyte_cdk.models import (
     AirbyteLogMessage,
     AirbyteMessage,
@@ -134,9 +135,7 @@ def declarative_stream_config(
 
     @pytest.fixture
     def _dynamic_declarative_stream(self, _declarative_stream):
-        """
-        Generates a DynamicDeclarativeStream configuration.
-        """
+        """Generates a DynamicDeclarativeStream configuration."""
         return {
             "type": "DynamicDeclarativeStream",
             "stream_template": _declarative_stream(),
@@ -266,6 +265,11 @@ def test_valid_manifest(self):
             ],
             "check": {"type": "CheckStream", "stream_names": ["lists"]},
         }
+        assert "unit_tests" in sys.modules
+        assert "unit_tests.sources" in sys.modules
+        assert "unit_tests.sources.declarative" in sys.modules
+        assert "unit_tests.sources.declarative.external_component" in sys.modules
+
         source = ManifestDeclarativeSource(source_config=manifest)
 
         check_stream = source.connection_checker
@@ -1770,7 +1774,6 @@ def test_read_manifest_declarative_source(
         output_data = [
             message.record.data for message in _run_read(manifest, _stream_name) if message.record
         ]
-
         assert output_data == expected_records
         mock_retriever.assert_has_calls(expected_calls)
 
diff --git a/unit_tests/sources/streams/concurrent/test_clamping.py b/unit_tests/sources/streams/concurrent/test_clamping.py
new file mode 100644
index 000000000..f66f4fe5d
--- /dev/null
+++ b/unit_tests/sources/streams/concurrent/test_clamping.py
@@ -0,0 +1,111 @@
+from datetime import datetime
+from unittest import TestCase
+
+from airbyte_cdk.sources.streams.concurrent.clamping import (
+    DayClampingStrategy,
+    MonthClampingStrategy,
+    WeekClampingStrategy,
+    Weekday,
+)
+
+_DATETIME_ON_TUESDAY = datetime(2025, 1, 14)
+_DATETIME_ON_WEDNESDAY = datetime(2025, 1, 15)
+
+
+class DayClampingStrategyTest(TestCase):
+    def setUp(self) -> None:
+        self._strategy = DayClampingStrategy()
+
+    def test_when_clamp_then_remove_every_unit_smaller_than_days(self) -> None:
+        result = self._strategy.clamp(datetime(2024, 1, 1, 20, 23, 3, 2039))
+        assert result.hour == 0
+        assert result.minute == 0
+        assert result.second == 0
+        assert result.microsecond == 0
+
+    def test_given_last_day_of_month_when_clamp_then_result_is_next_month(self) -> None:
+        result = self._strategy.clamp(datetime(2024, 1, 31))
+        assert result == datetime(2024, 2, 1)
+
+    def test_given_is_not_ceiling_when_clamp_then_just_remove_unit_smaller_than_days(self) -> None:
+        strategy = DayClampingStrategy(is_ceiling=False)
+        result = strategy.clamp(datetime(2024, 1, 1, 20, 23, 3, 1029))
+        assert result == datetime(2024, 1, 1)
+
+
+class MonthClampingStrategyTest(TestCase):
+    def setUp(self) -> None:
+        self._strategy = MonthClampingStrategy()
+
+    def test_when_clamp_then_remove_every_unit_smaller_than_days(self) -> None:
+        result = self._strategy.clamp(datetime(2024, 1, 1, 20, 23, 3, 2039))
+        assert result.hour == 0
+        assert result.minute == 0
+        assert result.second == 0
+        assert result.microsecond == 0
+
+    def test_given_first_day_of_month_when_clamp_then_return_same_date(self) -> None:
+        first_day_of_the_month = datetime(2024, 1, 1)
+        result = self._strategy.clamp(first_day_of_the_month)
+        assert result == first_day_of_the_month
+
+    def test_given_day_of_month_is_not_1_when_clamp_then_return_first_day_of_next_month(
+        self,
+    ) -> None:
+        result = self._strategy.clamp(datetime(2024, 1, 2))
+        assert result == datetime(2024, 2, 1)
+
+    def test_given_not_ceiling_and_day_of_month_is_not_1_when_clamp_then_return_first_day_of_next_month(
+        self,
+    ) -> None:
+        strategy = MonthClampingStrategy(is_ceiling=False)
+        result = strategy.clamp(datetime(2024, 1, 2))
+        assert result == datetime(2024, 1, 1)
+
+
+class WeekClampingStrategyTest(TestCase):
+    def setUp(self) -> None:
+        self._strategy = WeekClampingStrategy(Weekday.TUESDAY)
+
+    def test_when_clamp_then_remove_every_unit_smaller_than_days(self) -> None:
+        result = self._strategy.clamp(datetime(2024, 1, 1, 20, 23, 3, 2039))
+        assert result.hour == 0
+        assert result.minute == 0
+        assert result.second == 0
+        assert result.microsecond == 0
+
+    def test_given_same_weekday_when_clamp_then_return_same_date(self) -> None:
+        strategy = WeekClampingStrategy(Weekday.TUESDAY)
+        result = strategy.clamp(_DATETIME_ON_TUESDAY)
+        assert result == _DATETIME_ON_TUESDAY
+
+    def test_given_not_weekday_before_target_when_clamp_then_return_next_occurrence_of_same_weekday(
+        self,
+    ) -> None:
+        strategy = WeekClampingStrategy(Weekday.TUESDAY)
+        result = strategy.clamp(_DATETIME_ON_WEDNESDAY)
+        assert result == datetime(
+            _DATETIME_ON_WEDNESDAY.year,
+            _DATETIME_ON_WEDNESDAY.month,
+            _DATETIME_ON_WEDNESDAY.day + 6,
+        )
+
+    def test_given_not_weekday_after_target_when_clamp_then_return_next_occurrence_of_same_weekday(
+        self,
+    ) -> None:
+        strategy = WeekClampingStrategy(Weekday.FRIDAY)
+        result = strategy.clamp(_DATETIME_ON_WEDNESDAY)
+        assert result == datetime(
+            _DATETIME_ON_WEDNESDAY.year,
+            _DATETIME_ON_WEDNESDAY.month,
+            _DATETIME_ON_WEDNESDAY.day + 2,
+        )
+
+    def test_given_not_ceiling_when_clamp_then_round_down(self) -> None:
+        strategy = WeekClampingStrategy(Weekday.FRIDAY, is_ceiling=False)
+        result = strategy.clamp(_DATETIME_ON_WEDNESDAY)
+        assert result == datetime(
+            _DATETIME_ON_WEDNESDAY.year,
+            _DATETIME_ON_WEDNESDAY.month,
+            _DATETIME_ON_WEDNESDAY.day - 5,
+        )
diff --git a/unit_tests/sources/streams/concurrent/test_cursor.py b/unit_tests/sources/streams/concurrent/test_cursor.py
index 008b5f780..e87976964 100644
--- a/unit_tests/sources/streams/concurrent/test_cursor.py
+++ b/unit_tests/sources/streams/concurrent/test_cursor.py
@@ -16,6 +16,13 @@
 from airbyte_cdk.sources.declarative.datetime.min_max_datetime import MinMaxDatetime
 from airbyte_cdk.sources.declarative.incremental.datetime_based_cursor import DatetimeBasedCursor
 from airbyte_cdk.sources.message import MessageRepository
+from airbyte_cdk.sources.streams.concurrent.clamping import (
+    ClampingEndProvider,
+    ClampingStrategy,
+    MonthClampingStrategy,
+    WeekClampingStrategy,
+    Weekday,
+)
 from airbyte_cdk.sources.streams.concurrent.cursor import (
     ConcurrentCursor,
     CursorField,
@@ -26,6 +33,7 @@
     ConcurrencyCompatibleStateType,
 )
 from airbyte_cdk.sources.streams.concurrent.state_converters.datetime_stream_state_converter import (
+    CustomFormatConcurrentStreamStateConverter,
     EpochValueConcurrentStreamStateConverter,
     IsoMillisConcurrentStreamStateConverter,
 )
@@ -38,6 +46,7 @@
 _NO_PARTITION_IDENTIFIER = None
 _NO_SLICE = None
 _NO_SLICE_BOUNDARIES = None
+_NOT_SEQUENTIAL = False
 _LOWER_SLICE_BOUNDARY_FIELD = "lower_boundary"
 _UPPER_SLICE_BOUNDARY_FIELD = "upper_boundary"
 _SLICE_BOUNDARY_FIELDS = (_LOWER_SLICE_BOUNDARY_FIELD, _UPPER_SLICE_BOUNDARY_FIELD)
@@ -942,6 +951,125 @@ def test_given_initial_state_is_sequential_and_start_provided_when_generate_slic
         )
 
 
+class ClampingIntegrationTest(TestCase):
+    def setUp(self) -> None:
+        self._message_repository = Mock(spec=MessageRepository)
+        self._state_manager = Mock(spec=ConnectorStateManager)
+
+    def _cursor(
+        self,
+        start: datetime,
+        end_provider,
+        slice_range: timedelta,
+        granularity: Optional[timedelta],
+        clamping_strategy: ClampingStrategy,
+    ) -> ConcurrentCursor:
+        return ConcurrentCursor(
+            _A_STREAM_NAME,
+            _A_STREAM_NAMESPACE,
+            {},
+            self._message_repository,
+            self._state_manager,
+            CustomFormatConcurrentStreamStateConverter(
+                "%Y-%m-%dT%H:%M:%SZ", is_sequential_state=_NOT_SEQUENTIAL
+            ),
+            CursorField(_A_CURSOR_FIELD_KEY),
+            _SLICE_BOUNDARY_FIELDS,
+            start,
+            end_provider,
+            slice_range=slice_range,
+            cursor_granularity=granularity,
+            clamping_strategy=clamping_strategy,
+        )
+
+    @freezegun.freeze_time(time_to_freeze=datetime(2025, 1, 3, tzinfo=timezone.utc))
+    def test_given_monthly_clamp_without_granularity_when_stream_slices_then_upper_boundaries_equals_next_lower_boundary(
+        self,
+    ) -> None:
+        cursor = self._cursor(
+            start=datetime(2023, 12, 31, tzinfo=timezone.utc),
+            end_provider=ClampingEndProvider(
+                MonthClampingStrategy(is_ceiling=False),
+                CustomFormatConcurrentStreamStateConverter.get_end_provider(),
+                granularity=timedelta(days=1),
+            ),
+            slice_range=timedelta(days=27),
+            granularity=None,
+            clamping_strategy=MonthClampingStrategy(),
+        )
+        stream_slices = list(cursor.stream_slices())
+        assert stream_slices == [
+            {"lower_boundary": "2024-01-01T00:00:00Z", "upper_boundary": "2024-02-01T00:00:00Z"},
+            {"lower_boundary": "2024-02-01T00:00:00Z", "upper_boundary": "2024-03-01T00:00:00Z"},
+            {"lower_boundary": "2024-03-01T00:00:00Z", "upper_boundary": "2024-04-01T00:00:00Z"},
+            {"lower_boundary": "2024-04-01T00:00:00Z", "upper_boundary": "2024-05-01T00:00:00Z"},
+            {"lower_boundary": "2024-05-01T00:00:00Z", "upper_boundary": "2024-06-01T00:00:00Z"},
+            {"lower_boundary": "2024-06-01T00:00:00Z", "upper_boundary": "2024-07-01T00:00:00Z"},
+            {"lower_boundary": "2024-07-01T00:00:00Z", "upper_boundary": "2024-08-01T00:00:00Z"},
+            {"lower_boundary": "2024-08-01T00:00:00Z", "upper_boundary": "2024-09-01T00:00:00Z"},
+            {"lower_boundary": "2024-09-01T00:00:00Z", "upper_boundary": "2024-10-01T00:00:00Z"},
+            {"lower_boundary": "2024-10-01T00:00:00Z", "upper_boundary": "2024-11-01T00:00:00Z"},
+            {"lower_boundary": "2024-11-01T00:00:00Z", "upper_boundary": "2024-12-01T00:00:00Z"},
+            {"lower_boundary": "2024-12-01T00:00:00Z", "upper_boundary": "2025-01-01T00:00:00Z"},
+        ]
+
+    @freezegun.freeze_time(time_to_freeze=datetime(2025, 1, 3, tzinfo=timezone.utc))
+    def test_given_monthly_clamp_and_granularity_when_stream_slices_then_consider_number_of_days_per_month(
+        self,
+    ) -> None:
+        cursor = self._cursor(
+            start=datetime(2023, 12, 31, tzinfo=timezone.utc),
+            end_provider=ClampingEndProvider(
+                MonthClampingStrategy(is_ceiling=False),
+                CustomFormatConcurrentStreamStateConverter.get_end_provider(),
+                granularity=timedelta(days=1),
+            ),
+            slice_range=timedelta(days=27),
+            granularity=timedelta(days=1),
+            clamping_strategy=MonthClampingStrategy(),
+        )
+        stream_slices = list(cursor.stream_slices())
+        assert stream_slices == [
+            {"lower_boundary": "2024-01-01T00:00:00Z", "upper_boundary": "2024-01-31T00:00:00Z"},
+            {"lower_boundary": "2024-02-01T00:00:00Z", "upper_boundary": "2024-02-29T00:00:00Z"},
+            {"lower_boundary": "2024-03-01T00:00:00Z", "upper_boundary": "2024-03-31T00:00:00Z"},
+            {"lower_boundary": "2024-04-01T00:00:00Z", "upper_boundary": "2024-04-30T00:00:00Z"},
+            {"lower_boundary": "2024-05-01T00:00:00Z", "upper_boundary": "2024-05-31T00:00:00Z"},
+            {"lower_boundary": "2024-06-01T00:00:00Z", "upper_boundary": "2024-06-30T00:00:00Z"},
+            {"lower_boundary": "2024-07-01T00:00:00Z", "upper_boundary": "2024-07-31T00:00:00Z"},
+            {"lower_boundary": "2024-08-01T00:00:00Z", "upper_boundary": "2024-08-31T00:00:00Z"},
+            {"lower_boundary": "2024-09-01T00:00:00Z", "upper_boundary": "2024-09-30T00:00:00Z"},
+            {"lower_boundary": "2024-10-01T00:00:00Z", "upper_boundary": "2024-10-31T00:00:00Z"},
+            {"lower_boundary": "2024-11-01T00:00:00Z", "upper_boundary": "2024-11-30T00:00:00Z"},
+            {"lower_boundary": "2024-12-01T00:00:00Z", "upper_boundary": "2024-12-31T00:00:00Z"},
+        ]
+
+    @freezegun.freeze_time(time_to_freeze=datetime(2024, 1, 31, tzinfo=timezone.utc))
+    def test_given_weekly_clamp_and_granularity_when_stream_slices_then_slice_per_week(
+        self,
+    ) -> None:
+        cursor = self._cursor(
+            start=datetime(
+                2023, 12, 31, tzinfo=timezone.utc
+            ),  # this is Sunday so we expect start to be 2 days after
+            end_provider=ClampingEndProvider(
+                WeekClampingStrategy(Weekday.TUESDAY, is_ceiling=False),
+                CustomFormatConcurrentStreamStateConverter.get_end_provider(),
+                granularity=timedelta(days=1),
+            ),
+            slice_range=timedelta(days=7),
+            granularity=timedelta(days=1),
+            clamping_strategy=WeekClampingStrategy(Weekday.TUESDAY),
+        )
+        stream_slices = list(cursor.stream_slices())
+        assert stream_slices == [
+            {"lower_boundary": "2024-01-02T00:00:00Z", "upper_boundary": "2024-01-08T00:00:00Z"},
+            {"lower_boundary": "2024-01-09T00:00:00Z", "upper_boundary": "2024-01-15T00:00:00Z"},
+            {"lower_boundary": "2024-01-16T00:00:00Z", "upper_boundary": "2024-01-22T00:00:00Z"},
+            {"lower_boundary": "2024-01-23T00:00:00Z", "upper_boundary": "2024-01-29T00:00:00Z"},
+        ]
+
+
 @freezegun.freeze_time(time_to_freeze=datetime(2024, 4, 1, 0, 0, 0, 0, tzinfo=timezone.utc))
 @pytest.mark.parametrize(
     "start_datetime,end_datetime,step,cursor_field,lookback_window,state,expected_slices",
diff --git a/unit_tests/sources/streams/http/requests_native_auth/test_requests_native_auth.py b/unit_tests/sources/streams/http/requests_native_auth/test_requests_native_auth.py
index 4d0572f31..107814f3e 100644
--- a/unit_tests/sources/streams/http/requests_native_auth/test_requests_native_auth.py
+++ b/unit_tests/sources/streams/http/requests_native_auth/test_requests_native_auth.py
@@ -203,7 +203,7 @@ def test_refresh_request_body_with_keys_override(self):
         """
         scopes = ["scope1", "scope2"]
         oauth = Oauth2Authenticator(
-            token_refresh_endpoint="refresh_end",
+            token_refresh_endpoint="https://refresh_endpoint.com",
             client_id_name="custom_client_id_key",
             client_id="some_client_id",
             client_secret_name="custom_client_secret_key",
@@ -234,7 +234,7 @@ def test_refresh_request_body_with_keys_override(self):
 
     def test_refresh_access_token(self, mocker):
         oauth = Oauth2Authenticator(
-            token_refresh_endpoint="refresh_end",
+            token_refresh_endpoint="https://refresh_endpoint.com",
             client_id="some_client_id",
             client_secret="some_client_secret",
             refresh_token="some_refresh_token",
@@ -283,7 +283,7 @@ def test_refresh_access_token_when_headers_provided(self, mocker):
             "Content-Type": "application/x-www-form-urlencoded",
         }
         oauth = Oauth2Authenticator(
-            token_refresh_endpoint="refresh_end",
+            token_refresh_endpoint="https://refresh_endpoint.com",
             client_id="some_client_id",
             client_secret="some_client_secret",
             refresh_token="some_refresh_token",
@@ -329,7 +329,7 @@ def test_parse_refresh_token_lifespan(
         expected_token_expiry_date: pendulum.DateTime,
     ):
         oauth = Oauth2Authenticator(
-            token_refresh_endpoint="refresh_end",
+            token_refresh_endpoint="https://refresh_endpoint.com",
             client_id="some_client_id",
             client_secret="some_client_secret",
             refresh_token="some_refresh_token",
@@ -619,7 +619,7 @@ def test_refresh_access_token(self, mocker, connector_config):
 
 
 def mock_request(method, url, data, headers):
-    if url == "refresh_end":
+    if url == "https://refresh_endpoint.com":
         return resp
     raise Exception(
         f"Error while refreshing access token with request: {method}, {url}, {data}, {headers}"

From ea26963b9c01120768f8ac3c4ca7b341ecee2ed4 Mon Sep 17 00:00:00 2001
From: Rusi Popov <popovr@mdatools.net>
Date: Mon, 27 Jan 2025 00:24:17 +0200
Subject: [PATCH 04/12] formatted

---
 .../extractors/dpath_enhancing_extractor.py   |  22 +-
 .../declarative/extractors/dpath_extractor.py |   2 +-
 .../extractors/record_extractor.py            |   5 +-
 .../paginators/strategies/page_increment.py   |   8 +-
 .../test_dpath_enhancing_extractor.py         | 260 +++++++++++++-----
 .../extractors/test_record_selector.py        |   1 +
 6 files changed, 213 insertions(+), 85 deletions(-)

diff --git a/airbyte_cdk/sources/declarative/extractors/dpath_enhancing_extractor.py b/airbyte_cdk/sources/declarative/extractors/dpath_enhancing_extractor.py
index dde35f335..04bdd93bc 100644
--- a/airbyte_cdk/sources/declarative/extractors/dpath_enhancing_extractor.py
+++ b/airbyte_cdk/sources/declarative/extractors/dpath_enhancing_extractor.py
@@ -18,6 +18,7 @@
 # The name of the service key that holds a reference to the owner object
 SERVICE_KEY_PARENT = "parent"
 
+
 @dataclass
 class DpathEnhancingExtractor(DpathExtractor):
     """
@@ -103,26 +104,31 @@ def update_body(self, body: Any) -> Any:
                  extracted from the nested objects will have access to any parent's attributes still avoiding loops
                  in the JSON structure.
         """
-        return self._set_parent(body,None)
+        return self._set_parent(body, None)
 
-    def _set_parent(self,body: Any, parent:Any) -> Any:
+    def _set_parent(self, body: Any, parent: Any) -> Any:
         """
         :param body: the original response body. Not to be changed
         :param parent: none or the parent object that owns/has as nested the body object
         :return: a copy of the body enhanced in a subclass-specific way. None only when body is None.
         """
         if isinstance(body, dict):
-            result:dict[str, Any] = dict()
+            result: dict[str, Any] = dict()
             if parent:
                 result = add_service_key(result, SERVICE_KEY_PARENT, parent)
             attributes_only = dict(result)
-            attributes_only.update({k:v for k,v in body.items()
-                                          if v and not isinstance(v,dict)  and not isinstance(v,list)})
-            for k,v in body.items():
-                result[k] = self._set_parent(v,attributes_only)
+            attributes_only.update(
+                {
+                    k: v
+                    for k, v in body.items()
+                    if v and not isinstance(v, dict) and not isinstance(v, list)
+                }
+            )
+            for k, v in body.items():
+                result[k] = self._set_parent(v, attributes_only)
             return result
         elif isinstance(body, list):
-            return [self._set_parent(v,parent) for v in body]
+            return [self._set_parent(v, parent) for v in body]
         else:
             return body
 
diff --git a/airbyte_cdk/sources/declarative/extractors/dpath_extractor.py b/airbyte_cdk/sources/declarative/extractors/dpath_extractor.py
index 073471009..7fec5c294 100644
--- a/airbyte_cdk/sources/declarative/extractors/dpath_extractor.py
+++ b/airbyte_cdk/sources/declarative/extractors/dpath_extractor.py
@@ -75,7 +75,7 @@ def extract_records(self, response: requests.Response) -> Iterable[MutableMappin
                 yield {}
             else:
                 root_response = body
-                body = self.update_body( root_response )
+                body = self.update_body(root_response)
 
                 if len(self._field_path) == 0:
                     extracted = body
diff --git a/airbyte_cdk/sources/declarative/extractors/record_extractor.py b/airbyte_cdk/sources/declarative/extractors/record_extractor.py
index f452ccd09..43a7ed3ed 100644
--- a/airbyte_cdk/sources/declarative/extractors/record_extractor.py
+++ b/airbyte_cdk/sources/declarative/extractors/record_extractor.py
@@ -14,7 +14,7 @@
 SERVICE_KEY_PREFIX = "$"
 
 
-def add_service_key(mapping: Mapping[str, Any], key:str, value:Any) -> dict[str, Any]:
+def add_service_key(mapping: Mapping[str, Any], key: str, value: Any) -> dict[str, Any]:
     """
     :param mapping: non-null mapping
     :param key: the name of the key, not including any specific prefixes
@@ -38,6 +38,7 @@ def exclude_service_keys(struct: Any) -> Any:
     else:
         return struct
 
+
 def is_service_key(key: str) -> bool:
     return key.find(SERVICE_KEY_PREFIX) == 0
 
@@ -63,4 +64,4 @@ def extract_records(
         :param response: The response to extract the records from
         :return: List of Records extracted from the response
         """
-        pass
\ No newline at end of file
+        pass
diff --git a/airbyte_cdk/sources/declarative/requesters/paginators/strategies/page_increment.py b/airbyte_cdk/sources/declarative/requesters/paginators/strategies/page_increment.py
index 0b9d65774..2fb184e0a 100644
--- a/airbyte_cdk/sources/declarative/requesters/paginators/strategies/page_increment.py
+++ b/airbyte_cdk/sources/declarative/requesters/paginators/strategies/page_increment.py
@@ -32,9 +32,13 @@ class PageIncrement(PaginationStrategy):
 
     def __post_init__(self, parameters: Mapping[str, Any]) -> None:
         if not isinstance(self.page_size, int) and not (self.page_size is None):
-            self.page_size = InterpolatedString(self.page_size, parameters=parameters).eval(self.config)
+            self.page_size = InterpolatedString(self.page_size, parameters=parameters).eval(
+                self.config
+            )
             if not isinstance(self.page_size, int):
-                raise Exception(f"{self.page_size} is of type {type(self.page_size)}. Expected {int}")
+                raise Exception(
+                    f"{self.page_size} is of type {type(self.page_size)}. Expected {int}"
+                )
         self._page_size = self.page_size
 
     @property
diff --git a/unit_tests/sources/declarative/extractors/test_dpath_enhancing_extractor.py b/unit_tests/sources/declarative/extractors/test_dpath_enhancing_extractor.py
index 63f24f70e..b55457acc 100644
--- a/unit_tests/sources/declarative/extractors/test_dpath_enhancing_extractor.py
+++ b/unit_tests/sources/declarative/extractors/test_dpath_enhancing_extractor.py
@@ -46,63 +46,147 @@ def create_response(body: Union[Dict, bytes]):
         ([], decoder_json, b"", [{}]),  # The JSON contract is irregular, compare with JSONL
         ([], decoder_json, {}, [{}]),
         ([], decoder_json, [], []),
-        ([], decoder_json, {"id": 1}, [{"id": 1, ROOT: {'id': 1}}]),
-        ([], decoder_json, [{"id": 1}, {"id": 2}], [{"id": 1, ROOT:{"id": 1}}, {"id": 2, ROOT:{"id": 2}}]),
-        ([], decoder_json, [{"id": 1, "nested": {"id2": 2}}],
-                           [{"id": 1, "nested": {"id2": 2, PARENT:{"id":1}}, ROOT:{"id": 1, "nested": {"id2": 2}}}]),
+        ([], decoder_json, {"id": 1}, [{"id": 1, ROOT: {"id": 1}}]),
+        (
+            [],
+            decoder_json,
+            [{"id": 1}, {"id": 2}],
+            [{"id": 1, ROOT: {"id": 1}}, {"id": 2, ROOT: {"id": 2}}],
+        ),
+        (
+            [],
+            decoder_json,
+            [{"id": 1, "nested": {"id2": 2}}],
+            [
+                {
+                    "id": 1,
+                    "nested": {"id2": 2, PARENT: {"id": 1}},
+                    ROOT: {"id": 1, "nested": {"id2": 2}},
+                }
+            ],
+        ),
         (
             [],
             decoder_json,
             [{"id": 1, "nested": {"id2": 2, "id3": 3}}],
-            [{"id": 1, "nested": {"id2": 2, "id3": 3, PARENT:{"id":1}}, ROOT:{"id": 1, "nested": {"id2": 2, "id3": 3}}}],
+            [
+                {
+                    "id": 1,
+                    "nested": {"id2": 2, "id3": 3, PARENT: {"id": 1}},
+                    ROOT: {"id": 1, "nested": {"id2": 2, "id3": 3}},
+                }
+            ],
         ),
         (
             [],
             decoder_json,
             [{"id": 1, "nested": {"id2": 2}}, {"id": 3, "nested": {"id4": 4}}],
-            [{"id": 1, "nested": {"id2": 2, PARENT:{"id":1}}, ROOT:{"id": 1, "nested": {"id2": 2}}},
-             {"id": 3, "nested": {"id4": 4, PARENT:{"id":3}}, ROOT:{"id": 3, "nested": {"id4": 4}}}],
+            [
+                {
+                    "id": 1,
+                    "nested": {"id2": 2, PARENT: {"id": 1}},
+                    ROOT: {"id": 1, "nested": {"id2": 2}},
+                },
+                {
+                    "id": 3,
+                    "nested": {"id4": 4, PARENT: {"id": 3}},
+                    ROOT: {"id": 3, "nested": {"id4": 4}},
+                },
+            ],
         ),
         (
             [],
             decoder_json,
             [{"id": 1, "nested": {"id2": 2, "id3": 3}}, {"id": 3, "nested": {"id4": 4, "id5": 5}}],
-            [{"id": 1, "nested": {"id2": 2, "id3": 3, PARENT:{"id":1}}, ROOT:{"id": 1, "nested": {"id2": 2, "id3": 3}}},
-             {"id": 3, "nested": {"id4": 4, "id5": 5, PARENT:{"id":3}}, ROOT:{"id": 3, "nested": {"id4": 4, "id5": 5}}}],
+            [
+                {
+                    "id": 1,
+                    "nested": {"id2": 2, "id3": 3, PARENT: {"id": 1}},
+                    ROOT: {"id": 1, "nested": {"id2": 2, "id3": 3}},
+                },
+                {
+                    "id": 3,
+                    "nested": {"id4": 4, "id5": 5, PARENT: {"id": 3}},
+                    ROOT: {"id": 3, "nested": {"id4": 4, "id5": 5}},
+                },
+            ],
+        ),
+        (["data"], decoder_json, {"data": {"id": 1}}, [{"id": 1, ROOT: {"data": {"id": 1}}}]),
+        (
+            ["data"],
+            decoder_json,
+            {"data": [{"id": 1}, {"id": 2}]},
+            [
+                {"id": 1, ROOT: {"data": [{"id": 1}, {"id": 2}]}},
+                {"id": 2, ROOT: {"data": [{"id": 1}, {"id": 2}]}},
+            ],
+        ),
+        (
+            ["data"],
+            decoder_json,
+            {"data": [{"id": 1}, {"id": 2}], "id3": 3},
+            [
+                {"id": 1, PARENT: {"id3": 3}, ROOT: {"data": [{"id": 1}, {"id": 2}], "id3": 3}},
+                {"id": 2, PARENT: {"id3": 3}, ROOT: {"data": [{"id": 1}, {"id": 2}], "id3": 3}},
+            ],
         ),
-        (["data"], decoder_json, {"data": {"id": 1}}, [{"id": 1, ROOT:{"data": {"id": 1}}}]),
-        (["data"], decoder_json, {"data": [{"id": 1}, {"id": 2}]},
-         [{"id": 1, ROOT:{"data": [{"id": 1}, {"id": 2}]}},
-          {"id": 2, ROOT:{"data": [{"id": 1}, {"id": 2}]}}]),
-
-        (["data"], decoder_json, {"data": [{"id": 1}, {"id": 2}],"id3":3},
-         [{"id": 1, PARENT:{"id3":3}, ROOT:{"data": [{"id": 1}, {"id": 2}], "id3":3}},
-          {"id": 2, PARENT:{"id3":3}, ROOT:{"data": [{"id": 1}, {"id": 2}], "id3":3}}]),
         (
             ["data"],
             decoder_json,
             {"data": [{"id": 1, "nested": {"id2": 2}}]},
-            [{"id": 1, "nested": {"id2": 2, PARENT:{"id":1}}, ROOT:{"data": [{"id": 1, "nested": {"id2": 2}}]}}],
+            [
+                {
+                    "id": 1,
+                    "nested": {"id2": 2, PARENT: {"id": 1}},
+                    ROOT: {"data": [{"id": 1, "nested": {"id2": 2}}]},
+                }
+            ],
         ),
         (
             ["data"],
             decoder_json,
-            {"data": [{"id": 1, "nested": {"id2": 2}}],"id3":3},
-            [{"id": 1, "nested": {"id2": 2, PARENT:{"id":1,PARENT:{"id3":3}}},PARENT:{"id3":3}, ROOT:{"data": [{"id": 1, "nested": {"id2": 2}}], "id3":3}}],
+            {"data": [{"id": 1, "nested": {"id2": 2}}], "id3": 3},
+            [
+                {
+                    "id": 1,
+                    "nested": {"id2": 2, PARENT: {"id": 1, PARENT: {"id3": 3}}},
+                    PARENT: {"id3": 3},
+                    ROOT: {"data": [{"id": 1, "nested": {"id2": 2}}], "id3": 3},
+                }
+            ],
         ),
         (
             ["data"],
             decoder_json,
             {"data": [{"id": 1, "nested": {"id2": 2, "id3": 3}}]},
-            [{"id": 1, "nested": {"id2": 2, "id3": 3,PARENT:{"id":1}},ROOT:{"data": [{"id": 1, "nested": {"id2": 2, "id3": 3}}]}}],
+            [
+                {
+                    "id": 1,
+                    "nested": {"id2": 2, "id3": 3, PARENT: {"id": 1}},
+                    ROOT: {"data": [{"id": 1, "nested": {"id2": 2, "id3": 3}}]},
+                }
+            ],
         ),
         (
             ["data"],
             decoder_json,
             {"data": [{"id": 1, "nested": {"id2": 2}}, {"id": 3, "nested": {"id4": 4}}]},
-            [{"id": 1, "nested": {"id2": 2,PARENT:{"id":1}},ROOT:{"data": [{"id": 1, "nested": {"id2": 2}}, {"id": 3, "nested": {"id4": 4}}]}},
-             {"id": 3, "nested": {"id4": 4,PARENT:{"id":3}},ROOT:{"data": [{"id": 1, "nested": {"id2": 2}}, {"id": 3, "nested": {"id4": 4}}]}}],
-
+            [
+                {
+                    "id": 1,
+                    "nested": {"id2": 2, PARENT: {"id": 1}},
+                    ROOT: {
+                        "data": [{"id": 1, "nested": {"id2": 2}}, {"id": 3, "nested": {"id4": 4}}]
+                    },
+                },
+                {
+                    "id": 3,
+                    "nested": {"id4": 4, PARENT: {"id": 3}},
+                    ROOT: {
+                        "data": [{"id": 1, "nested": {"id2": 2}}, {"id": 3, "nested": {"id4": 4}}]
+                    },
+                },
+            ],
         ),
         (
             ["data"],
@@ -113,45 +197,63 @@ def create_response(body: Union[Dict, bytes]):
                     {"id": 3, "nested": {"id4": 4, "id5": 5}},
                 ]
             },
-            [{"id": 1, "nested": {"id2": 2, "id3": 3,PARENT:{"id":1}}, ROOT:{
-                "data": [
-                    {"id": 1, "nested": {"id2": 2, "id3": 3}},
-                    {"id": 3, "nested": {"id4": 4, "id5": 5}},
-                ]
-            }},
-             {"id": 3, "nested": {"id4": 4, "id5": 5,PARENT:{"id":3}}, ROOT:{
-                "data": [
-                    {"id": 1, "nested": {"id2": 2, "id3": 3}},
-                    {"id": 3, "nested": {"id4": 4, "id5": 5}},
-                ]
-            }}],
+            [
+                {
+                    "id": 1,
+                    "nested": {"id2": 2, "id3": 3, PARENT: {"id": 1}},
+                    ROOT: {
+                        "data": [
+                            {"id": 1, "nested": {"id2": 2, "id3": 3}},
+                            {"id": 3, "nested": {"id4": 4, "id5": 5}},
+                        ]
+                    },
+                },
+                {
+                    "id": 3,
+                    "nested": {"id4": 4, "id5": 5, PARENT: {"id": 3}},
+                    ROOT: {
+                        "data": [
+                            {"id": 1, "nested": {"id2": 2, "id3": 3}},
+                            {"id": 3, "nested": {"id4": 4, "id5": 5}},
+                        ]
+                    },
+                },
+            ],
         ),
         (
             ["data", "records"],
             decoder_json,
             {"data": {"records": [{"id": 1}, {"id": 2}]}},
-            [{"id": 1, ROOT:{"data": {"records": [{"id": 1}, {"id": 2}]}}},
-             {"id": 2, ROOT:{"data": {"records": [{"id": 1}, {"id": 2}]}}}],
+            [
+                {"id": 1, ROOT: {"data": {"records": [{"id": 1}, {"id": 2}]}}},
+                {"id": 2, ROOT: {"data": {"records": [{"id": 1}, {"id": 2}]}}},
+            ],
         ),
         (
             ["{{ config['field'] }}"],
             decoder_json,
             {"record_array": [{"id": 1}, {"id": 2}]},
-            [{"id": 1, ROOT:{"record_array": [{"id": 1}, {"id": 2}]}},
-             {"id": 2, ROOT:{"record_array": [{"id": 1}, {"id": 2}]}}],
+            [
+                {"id": 1, ROOT: {"record_array": [{"id": 1}, {"id": 2}]}},
+                {"id": 2, ROOT: {"record_array": [{"id": 1}, {"id": 2}]}},
+            ],
         ),
         (
             ["{{ parameters['parameters_field'] }}"],
             decoder_json,
             {"record_array": [{"id": 1}, {"id": 2}]},
-            [{"id": 1, ROOT:{"record_array": [{"id": 1}, {"id": 2}]}},
-             {"id": 2, ROOT:{"record_array": [{"id": 1}, {"id": 2}]}}],
+            [
+                {"id": 1, ROOT: {"record_array": [{"id": 1}, {"id": 2}]}},
+                {"id": 2, ROOT: {"record_array": [{"id": 1}, {"id": 2}]}},
+            ],
         ),
         (["record"], decoder_json, {"id": 1}, []),
-        (["list", "*", "item"],
-         decoder_json,
-         {"list": [{"item": {"id": "1"}}]},
-         [{"id": "1", ROOT:{"list": [{"item": {"id": "1"}}]}}]),
+        (
+            ["list", "*", "item"],
+            decoder_json,
+            {"list": [{"item": {"id": "1"}}]},
+            [{"id": "1", ROOT: {"list": [{"item": {"id": "1"}}]}}],
+        ),
         (
             ["data", "*", "list", "data2", "*"],
             decoder_json,
@@ -161,31 +263,45 @@ def create_response(body: Union[Dict, bytes]):
                     {"list": {"data2": [{"id": 3}, {"id": 4}]}},
                 ]
             },
-            [{"id": 1, ROOT:{
-                "data": [
-                    {"list": {"data2": [{"id": 1}, {"id": 2}]}},
-                    {"list": {"data2": [{"id": 3}, {"id": 4}]}},
-                ]
-            }},
-             {"id": 2, ROOT:{
-                "data": [
-                    {"list": {"data2": [{"id": 1}, {"id": 2}]}},
-                    {"list": {"data2": [{"id": 3}, {"id": 4}]}},
-                ]
-            }},
-             {"id": 3, ROOT:{
-                "data": [
-                    {"list": {"data2": [{"id": 1}, {"id": 2}]}},
-                    {"list": {"data2": [{"id": 3}, {"id": 4}]}},
-                ]
-            }},
-             {"id": 4, ROOT:{
-                "data": [
-                    {"list": {"data2": [{"id": 1}, {"id": 2}]}},
-                    {"list": {"data2": [{"id": 3}, {"id": 4}]}},
-                ]
-            }}],
-        )
+            [
+                {
+                    "id": 1,
+                    ROOT: {
+                        "data": [
+                            {"list": {"data2": [{"id": 1}, {"id": 2}]}},
+                            {"list": {"data2": [{"id": 3}, {"id": 4}]}},
+                        ]
+                    },
+                },
+                {
+                    "id": 2,
+                    ROOT: {
+                        "data": [
+                            {"list": {"data2": [{"id": 1}, {"id": 2}]}},
+                            {"list": {"data2": [{"id": 3}, {"id": 4}]}},
+                        ]
+                    },
+                },
+                {
+                    "id": 3,
+                    ROOT: {
+                        "data": [
+                            {"list": {"data2": [{"id": 1}, {"id": 2}]}},
+                            {"list": {"data2": [{"id": 3}, {"id": 4}]}},
+                        ]
+                    },
+                },
+                {
+                    "id": 4,
+                    ROOT: {
+                        "data": [
+                            {"list": {"data2": [{"id": 1}, {"id": 2}]}},
+                            {"list": {"data2": [{"id": 3}, {"id": 4}]}},
+                        ]
+                    },
+                },
+            ],
+        ),
     ],
     ids=[
         "test_extract_from_empty_string",
@@ -210,7 +326,7 @@ def create_response(body: Union[Dict, bytes]):
         "test_field_in_parameters",
         "test_field_does_not_exist",
         "test_nested_list",
-        "test_complex_nested_list"
+        "test_complex_nested_list",
     ],
 )
 def test_dpath_extractor(field_path: List, decoder: Decoder, body, expected_records: List):
diff --git a/unit_tests/sources/declarative/extractors/test_record_selector.py b/unit_tests/sources/declarative/extractors/test_record_selector.py
index a1e9fc80b..994182a80 100644
--- a/unit_tests/sources/declarative/extractors/test_record_selector.py
+++ b/unit_tests/sources/declarative/extractors/test_record_selector.py
@@ -154,6 +154,7 @@ def test_record_filter(test_name, field_path, filter_template, body, expected_da
         Record(data=data, associated_slice=stream_slice, stream_name="") for data in expected_data
     ]
 
+
 @pytest.mark.parametrize(
     "test_name, schema, schema_transformation, body, expected_data",
     [

From 73b8fb8fdd351e71362f6578a90c35e7b1a47641 Mon Sep 17 00:00:00 2001
From: Rusi Popov <popovr@mdatools.net>
Date: Tue, 28 Jan 2025 18:30:38 +0200
Subject: [PATCH 05/12] Update record_extractor.py

Trigger a new build. Hopefully, the integration test infrastructure is fixed.
---
 airbyte_cdk/sources/declarative/extractors/record_extractor.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/airbyte_cdk/sources/declarative/extractors/record_extractor.py b/airbyte_cdk/sources/declarative/extractors/record_extractor.py
index 43a7ed3ed..6c78b186d 100644
--- a/airbyte_cdk/sources/declarative/extractors/record_extractor.py
+++ b/airbyte_cdk/sources/declarative/extractors/record_extractor.py
@@ -40,7 +40,7 @@ def exclude_service_keys(struct: Any) -> Any:
 
 
 def is_service_key(key: str) -> bool:
-    return key.find(SERVICE_KEY_PREFIX) == 0
+    return key.startswith(SERVICE_KEY_PREFIX)
 
 
 def remove_service_keys(records: Iterable[Mapping[str, Any]]) -> Iterable[Mapping[str, Any]]:

From 51dad943b5c4639e68418a422802190233c1d8a8 Mon Sep 17 00:00:00 2001
From: Rusi Popov <popovr@mdatools.net>
Date: Wed, 29 Jan 2025 14:07:48 +0200
Subject: [PATCH 06/12] Update CONTRIBUTING.md

---
 docs/CONTRIBUTING.md | 23 ++++++++---------------
 1 file changed, 8 insertions(+), 15 deletions(-)

diff --git a/docs/CONTRIBUTING.md b/docs/CONTRIBUTING.md
index 44fc8a7f8..3814799b0 100644
--- a/docs/CONTRIBUTING.md
+++ b/docs/CONTRIBUTING.md
@@ -13,15 +13,7 @@ Thank you for being interested in contributing to Airbyte Python CDK! Here are s
 
 Here are some tips to get started using the project dependencies and development tools:
 
-1. Clone the CDK repo. If you will be testing connectors, you should clone the CDK into the same parent directory as `airbytehq/airbyte`, which contains the connector definitions.
 1. Make sure your Python version is 3.11
-1. Make sure [Poetry is installed](https://python-poetry.org/docs/#) (version 2.0 or higher).
-1. Run `poetry install --all-extras`.
-1. Unit tests can be run via `poetry run pytest`.
-
-Note: By default in Poetry 2.0, `poetry lock` only refreshes the lockfile without pulling new versions. This is the same behavior as the previous `poetry lock --no-update` command.
-1. You can use "Poe" tasks to perform common actions such as lint checks (`poetry run poe lint`), autoformatting (`poetry run poe format-fix`), etc. For a list of tasks you can run, try `poetry run poe list`.
-
 
 Fedora 41:
 
@@ -37,7 +29,7 @@ Fedora 41:
 sudo dnf install pip
 ```
 
-3. [Install Poetry](https://python-poetry.org/docs/#):
+3. [Install Poetry](https://python-poetry.org/docs/#) 2.0 or higher:
 
 ```bash
 pip install poetry
@@ -53,6 +45,7 @@ Fedora 41:
 ```bash
 sudo dnf install poetry
 ```
+Note: You can use "Poe" tasks to perform common actions such as lint checks (`poetry run poe lint`), autoformatting (`poetry run poe format-fix`), etc. For a list of tasks you can run, try `poetry run poe list`. See [Poe the Poet](https://poethepoet.natn.io/)
 
 4 Use the Python 3.11 environment:
 
@@ -69,13 +62,15 @@ poetry env info
 # validate 3.11 referred
 ```
 
-5 In the **airbyte-python-cdk project** install [Poe the Poet](https://poethepoet.natn.io/) and unit tests' prerequisites:
+5. Clone the CDK repo. If you will be testing connectors, you should clone the CDK into the same parent directory as `airbytehq/airbyte`, which contains the connector definitions.
+6. In the **airbyte-python-cdk project** install the unit tests' prerequisites:
 
 ```bash
 poetry install --all-extras
 ```
+Note: By default in Poetry 2.0, `poetry lock` only refreshes the lockfile without pulling new versions. This is the same behavior as the previous `poetry lock --no-update` command.
 
-6 If your operating system is RHEL or compatible, execute:
+7 If your operating system is RHEL or compatible, execute:
 
 ```bash
 # just for the current session, until restart
@@ -90,12 +85,12 @@ See also:
 - [Dager-Podman Integration](https://blog.playgroundtech.io/introduction-to-dagger-6ab55ee28723)
 - [CDK Issue 197](https://github.com/airbytehq/airbyte-python-cdk/issues/197)
 
-7. Make sure Docker is installed locally, instead of Podman
+8. Make sure Docker is installed locally, instead of Podman
    See also:
 
 - [CDK Issue 197](https://github.com/airbytehq/airbyte-python-cdk/issues/197)
 
-8. Edit airbyte/airbyte-integrations/connectors/source-shopify/acceptance-test-config.yml and change:
+9. Edit airbyte/airbyte-integrations/connectors/source-shopify/acceptance-test-config.yml and change:
 
 ```
    connector_image: airbyte/source-shopify:dev    to    connector_image: airbyte/source-shopify:<version>
@@ -280,8 +275,6 @@ The Airbyte CDK defines common development tasks using [Poe the Poet](https://po
 Optionally, if you can [pre-install Poe](https://poethepoet.natn.io/installation.html) with `pipx install poethepoet` and then you will be able to run Poe tasks with the shorter `poe TASKNAME` syntax instead of `poetry run poe TASKNAME`.
 The Ruff configuration is stored in `ruff.toml` at the root of the repository. This file contains settings for line length, target Python version, and linting rules.
 
-The Ruff configuration is stored in `ruff.toml` at the root of the repository. This file contains settings for line length, target Python version, and linting rules.
-
 ## Auto-Generating the Declarative Schema File
 
 Low-code CDK models are generated from `sources/declarative/declarative_component_schema.yaml`. If the iteration you are working on includes changes to the models or the connector generator, you may need to regenerate them. To do that, you can run:

From 0e1e5b39b733381bbdb94106d928bf582c2768ec Mon Sep 17 00:00:00 2001
From: Rusi Popov <popovr@mdatools.net>
Date: Thu, 6 Feb 2025 09:17:19 +0200
Subject: [PATCH 07/12] Update CONTRIBUTING.md

Trigger a new build
---
 docs/CONTRIBUTING.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/CONTRIBUTING.md b/docs/CONTRIBUTING.md
index 3814799b0..480740470 100644
--- a/docs/CONTRIBUTING.md
+++ b/docs/CONTRIBUTING.md
@@ -101,7 +101,7 @@ the value of the **dockerImageTag** parameter.
 
 ## Local development
 
-- Iterate on the CDK code locally.
+Iterate on the CDK code locally.
 
 ### Run Unit Tests
 To see all available `ruff` options, run `poetry run ruff`.

From 19b76fed2c2a0eda6e31674d2614e05f653383a4 Mon Sep 17 00:00:00 2001
From: rpopov <popovr@mdatools.net>
Date: Mon, 13 Jan 2025 12:49:46 +0200
Subject: [PATCH 08/12] Implement
 https://github.com/airbytehq/airbyte/issues/50395 discussed in
 https://github.com/airbytehq/airbyte/discussions/49971

At record extraction step, in each record add the service field $root holding a reference to:
* the root response object, when parsing JSON format
* the original record, when parsing JSONL format
that each record to process is extracted from.
More service fields could be added in future.
The service fields are available in the record's filtering and transform steps.

Avoid:
* reusing the maps/dictionaries produced, thus avoid building cyclic structures
* transforming the service fields in the Flatten transformation.

Explicitly cleanup the service field(s) after the transform step, thus making them:
* local for the filter and transform steps
* not visible to the next mapping and store steps (as they should be)
* not visible in the tests beyond the test_record_selector (as they should be)
This allows the record transformation logic to define its "local variables" to reuse
some interim calculations.

The contract of body parsing seems irregular in representing the cases of bad JSON, no JSON and empty JSON.
Cannot be unified as that that irregularity is already used.

Update the development environment setup documentation
* to organize and present the setup steps explicitly
* to avoid misunderstandings and wasted efforts.

Update CONTRIBUTING.md to
* collect and organize the knowledge on running the test locally.
* state the actual testing steps.
* clarify and make explicit the procedures and steps.

The unit, integration, and acceptance tests in this exactly version succeed under Fedora 41, while
one of them fails under Oracle Linux 8.7. not related to the contents of this PR.
The integration tests of the CDK fail due to missing `secrets/config.json` file for the Shopify source.
See https://github.com/airbytehq/airbyte-python-cdk/issues/197

Polish

Integrate the DpathEnhancingExtractor in the UI of Airbyte.
Created a DPath Enhancing Extractor
Refactored the record enhancement logic - moved to the extracted class
Split the tests of DPathExtractor and DPathEnhancingExtractor

Fix the failing tests:

FAILED unit_tests/sources/declarative/parsers/test_model_to_component_factory.py::test_create_custom_components[test_create_custom_component_with_subcomponent_that_uses_parameters]
FAILED unit_tests/sources/declarative/parsers/test_model_to_component_factory.py::test_custom_components_do_not_contain_extra_fields
FAILED unit_tests/sources/declarative/parsers/test_model_to_component_factory.py::test_parse_custom_component_fields_if_subcomponent
FAILED unit_tests/sources/declarative/parsers/test_model_to_component_factory.py::test_create_page_increment
FAILED unit_tests/sources/declarative/parsers/test_model_to_component_factory.py::test_create_offset_increment
FAILED unit_tests/sources/file_based/test_file_based_scenarios.py::test_file_based_read[simple_unstructured_scenario]
FAILED unit_tests/sources/file_based/test_file_based_scenarios.py::test_file_based_read[no_file_extension_unstructured_scenario]

They faile because of comparing string and int values of the page_size (public) attribute.
Imposed an invariant:
  on construction, page_size can be set to a string or int
  keep only values of one type in page_size for uniform comparison (convert the values of the other type)
  _page_size holds the internal / working value
... unless manipulated directly.

Merged:
feat(low-code concurrent): Allow async job low-code streams that are incremental to be run by the concurrent framework (#228)
fix(low-code): Fix declarative low-code state migration in SubstreamPartitionRouter (#267)
feat: combine slash command jobs into single job steps (#266)
feat(low-code): add items and property mappings to dynamic schemas (#256)
feat: add help response for unrecognized slash commands (#264)
ci: post direct links to html connector test reports (#252) (#263)
fix(low-code): Fix legacy state migration in SubstreamPartitionRouter (#261)
fix(airbyte-cdk): Fix RequestOptionsProvider for PerPartitionWithGlobalCursor (#254)
feat(low-code): add profile assertion flow to oauth authenticator component (#236)
feat(Low-Code Concurrent CDK): Add ConcurrentPerPartitionCursor (#111)
fix: don't mypy unit_tests (#241)
fix: handle backoff_strategies in CompositeErrorHandler (#225)
feat(concurrent cursor): attempt at clamping datetime (#234)
fix(airbyte-cdk): Fix RequestOptionsProvider for PerPartitionWithGlobalCursor (#254)
feat(low-code): add profile assertion flow to oauth authenticator component (#236)
feat(Low-Code Concurrent CDK): Add ConcurrentPerPartitionCursor (#111)
fix: don't mypy unit_tests (#241)
fix: handle backoff_strategies in CompositeErrorHandler (#225)
feat(concurrent cursor): attempt at clamping datetime (#234)
ci: use `ubuntu-24.04` explicitly (resolves CI warnings) (#244)
Fix(sdm): module ref issue in python components import (#243)
feat(source-declarative-manifest): add support for custom Python components from dynamic text input (#174)
chore(deps): bump avro from 1.11.3 to 1.12.0 (#133)
docs: comments on what the `Dockerfile` is for (#240)
chore: move ruff configuration to dedicated ruff.toml file (#237)
Fix(sdm): module ref issue in python components import (#243)
feat(low-code): add DpathFlattenFields (#227)
feat(source-declarative-manifest): add support for custom Python components from dynamic text input (#174)
chore(deps): bump avro from 1.11.3 to 1.12.0 (#133)
docs: comments on what the `Dockerfile` is for (#240)
chore: move ruff configuration to dedicated ruff.toml file (#237)

formatted

Update record_extractor.py

Trigger a new build. Hopefully, the integration test infrastructure is fixed.

Update CONTRIBUTING.md

Trigger a new build
---
 airbyte_cdk/__init__.py                       |   3 +-
 .../declarative_component_schema.yaml         |  34 ++
 .../declarative/decoders/json_decoder.py      |  17 +-
 .../declarative/extractors/__init__.py        |   4 +
 .../extractors/dpath_enhancing_extractor.py   | 142 +++++++
 .../declarative/extractors/dpath_extractor.py |  51 ++-
 .../extractors/record_extractor.py            |  40 ++
 .../declarative/extractors/record_selector.py |   9 +-
 .../models/declarative_component_schema.py    |  18 +-
 .../parsers/manifest_component_transformer.py |   2 +
 .../parsers/model_to_component_factory.py     |  24 ++
 .../strategies/cursor_pagination_strategy.py  |   2 +-
 .../paginators/strategies/offset_increment.py |   6 +-
 .../paginators/strategies/page_increment.py   |  16 +-
 .../transformations/flatten_fields.py         |  16 +-
 docs/CONTRIBUTING.md                          | 315 ++++++++++++---
 docs/RELEASES.md                              |   2 +-
 package-lock.json                             |  10 +-
 package.json                                  |   2 +-
 .../source_the_guardian_api/.gitignore        |   1 +
 .../source_the_guardian_api/README.md         |   9 +
 .../source_the_guardian_api/components.py     |  61 +++
 .../components_failing.py                     |  54 +++
 .../source_the_guardian_api/manifest.yaml     | 376 ++++++++++++++++++
 .../source_the_guardian_api/valid_config.yaml |   1 +
 .../sources/declarative/auth/test_oauth.py    |  39 ++
 .../declarative/decoders/test_json_decoder.py |  23 +-
 .../test_dpath_enhancing_extractor.py         | 340 ++++++++++++++++
 .../extractors/test_dpath_extractor.py        |  80 +++-
 .../extractors/test_record_extractor.py       |  35 ++
 .../extractors/test_record_selector.py        |  43 +-
 .../retrievers/test_simple_retriever.py       |   2 +
 .../transformations/test_flatten_fields.py    |  21 +
 33 files changed, 1665 insertions(+), 133 deletions(-)
 create mode 100644 airbyte_cdk/sources/declarative/extractors/dpath_enhancing_extractor.py
 create mode 100644 unit_tests/source_declarative_manifest/resources/source_the_guardian_api/.gitignore
 create mode 100644 unit_tests/source_declarative_manifest/resources/source_the_guardian_api/README.md
 create mode 100644 unit_tests/source_declarative_manifest/resources/source_the_guardian_api/components.py
 create mode 100644 unit_tests/source_declarative_manifest/resources/source_the_guardian_api/components_failing.py
 create mode 100644 unit_tests/source_declarative_manifest/resources/source_the_guardian_api/manifest.yaml
 create mode 100644 unit_tests/source_declarative_manifest/resources/source_the_guardian_api/valid_config.yaml
 create mode 100644 unit_tests/sources/declarative/extractors/test_dpath_enhancing_extractor.py
 create mode 100644 unit_tests/sources/declarative/extractors/test_record_extractor.py

diff --git a/airbyte_cdk/__init__.py b/airbyte_cdk/__init__.py
index 262d162cc..d1bf2dae4 100644
--- a/airbyte_cdk/__init__.py
+++ b/airbyte_cdk/__init__.py
@@ -92,7 +92,7 @@
 from .sources.declarative.declarative_stream import DeclarativeStream
 from .sources.declarative.decoders import Decoder, JsonDecoder
 from .sources.declarative.exceptions import ReadException
-from .sources.declarative.extractors import DpathExtractor, RecordSelector
+from .sources.declarative.extractors import DpathEnhancingExtractor, DpathExtractor, RecordSelector
 from .sources.declarative.extractors.record_extractor import RecordExtractor
 from .sources.declarative.extractors.record_filter import RecordFilter
 from .sources.declarative.incremental import DatetimeBasedCursor
@@ -234,6 +234,7 @@
     "DefaultPaginator",
     "DefaultRequestOptionsProvider",
     "DpathExtractor",
+    "DpathEnhancingExtractor",
     "FieldPointer",
     "HttpMethod",
     "HttpRequester",
diff --git a/airbyte_cdk/sources/declarative/declarative_component_schema.yaml b/airbyte_cdk/sources/declarative/declarative_component_schema.yaml
index 072a1efcd..25da3d34e 100644
--- a/airbyte_cdk/sources/declarative/declarative_component_schema.yaml
+++ b/airbyte_cdk/sources/declarative/declarative_component_schema.yaml
@@ -1459,6 +1459,39 @@ definitions:
       $parameters:
         type: object
         additionalProperties: true
+
+  DpathEnhancingExtractor:
+    title: Dpath Enhancing Extractor
+    description: |
+      Extract records from a response, navigating a path as an array of fields. Include $parent and $root service fields where:
+      $root holds the original response;
+      $parent holds the attributes container object, including its $parent field.
+      These service fields are local for the filter and transform phases.
+    type: object
+    required:
+      - type
+      - field_path
+    properties:
+      type:
+        type: string
+        enum: [DpathEnhancingExtractor]
+      field_path:
+        title: Field Path
+        description: List of potentially nested fields describing the full path of the field to extract. Use "*" to extract all values from an array. See more info in the [docs](https://docs.airbyte.com/connector-development/config-based/understanding-the-yaml-file/record-selector).
+        type: array
+        items:
+          - type: string
+        interpolation_context:
+          - config
+        examples:
+          - ["data"]
+          - ["data", "records"]
+          - ["data", "{{ parameters.name }}"]
+          - ["data", "*", "record"]
+      $parameters:
+        type: object
+        additionalProperties: true
+
   ResponseToFileExtractor:
     title: CSV To File Extractor
     description: A record extractor designed for handling large responses that may exceed memory limits (to prevent OOM issues). It downloads a CSV file to disk, reads the data from disk, and deletes the file once it has been fully processed.
@@ -2775,6 +2808,7 @@ definitions:
         anyOf:
           - "$ref": "#/definitions/CustomRecordExtractor"
           - "$ref": "#/definitions/DpathExtractor"
+          - "$ref": "#/definitions/DpathEnhancingExtractor"
       record_filter:
         title: Record Filter
         description: Responsible for filtering records to be emitted by the Source.
diff --git a/airbyte_cdk/sources/declarative/decoders/json_decoder.py b/airbyte_cdk/sources/declarative/decoders/json_decoder.py
index cab572ef4..58af26f06 100644
--- a/airbyte_cdk/sources/declarative/decoders/json_decoder.py
+++ b/airbyte_cdk/sources/declarative/decoders/json_decoder.py
@@ -35,22 +35,19 @@ def decode(
         try:
             body_json = response.json()
             yield from self.parse_body_json(body_json)
-        except requests.exceptions.JSONDecodeError:
-            logger.warning(
-                f"Response cannot be parsed into json: {response.status_code=}, {response.text=}"
-            )
-            yield {}
+        except requests.exceptions.JSONDecodeError as ex:
+            logger.warning("Response cannot be parsed into json: %s", ex)
+            logger.debug("Response to parse: %s", response.text, exc_info=True, stack_info=True)
+            yield {}  # Keep the exiting contract
 
     @staticmethod
     def parse_body_json(
         body_json: MutableMapping[str, Any] | List[MutableMapping[str, Any]],
     ) -> Generator[MutableMapping[str, Any], None, None]:
-        if not isinstance(body_json, list):
-            body_json = [body_json]
-        if len(body_json) == 0:
-            yield {}
-        else:
+        if isinstance(body_json, list):
             yield from body_json
+        else:
+            yield from [body_json]
 
 
 @dataclass
diff --git a/airbyte_cdk/sources/declarative/extractors/__init__.py b/airbyte_cdk/sources/declarative/extractors/__init__.py
index 8f1d18d12..efb5177f8 100644
--- a/airbyte_cdk/sources/declarative/extractors/__init__.py
+++ b/airbyte_cdk/sources/declarative/extractors/__init__.py
@@ -2,6 +2,9 @@
 # Copyright (c) 2023 Airbyte, Inc., all rights reserved.
 #
 
+from airbyte_cdk.sources.declarative.extractors.dpath_enhancing_extractor import (
+    DpathEnhancingExtractor,
+)
 from airbyte_cdk.sources.declarative.extractors.dpath_extractor import DpathExtractor
 from airbyte_cdk.sources.declarative.extractors.http_selector import HttpSelector
 from airbyte_cdk.sources.declarative.extractors.record_filter import RecordFilter
@@ -15,6 +18,7 @@
     "TypeTransformer",
     "HttpSelector",
     "DpathExtractor",
+    "DpathEnhancingExtractor",
     "RecordFilter",
     "RecordSelector",
     "ResponseToFileExtractor",
diff --git a/airbyte_cdk/sources/declarative/extractors/dpath_enhancing_extractor.py b/airbyte_cdk/sources/declarative/extractors/dpath_enhancing_extractor.py
new file mode 100644
index 000000000..04bdd93bc
--- /dev/null
+++ b/airbyte_cdk/sources/declarative/extractors/dpath_enhancing_extractor.py
@@ -0,0 +1,142 @@
+#
+# Copyright (c) 2023 Airbyte, Inc., all rights reserved.
+#
+
+from dataclasses import InitVar, dataclass, field
+from typing import Any, Iterable, List, Mapping, MutableMapping, Union
+
+from airbyte_cdk.sources.declarative.extractors.dpath_extractor import DpathExtractor
+from airbyte_cdk.sources.declarative.extractors.record_extractor import (
+    SERVICE_KEY_PREFIX,
+    add_service_key,
+    is_service_key,
+)
+
+# The name of the service key that holds a reference to the original root response
+SERVICE_KEY_ROOT = "root"
+
+# The name of the service key that holds a reference to the owner object
+SERVICE_KEY_PARENT = "parent"
+
+
+@dataclass
+class DpathEnhancingExtractor(DpathExtractor):
+    """
+    Navigate a path through the JSON structure to the records to retrieve. Extend the records with service fields
+    applicable to their filtering and transformation.
+
+    Like the DpathExtractor, extract records from a response by following a path of names  of nested objects,
+    while adding specific service fields to the extracted records to facilitate the further processing.
+
+    Service fields:
+      root: Binds the original response body, the record was extracted from. This allows the record access any attribute
+      in any nested object, navigating from the root field.
+
+      parent: Binds a map of the parent object's attributes, including its "parent" service field. This way the extracted
+      record has access to the attributes of any object This is especially useful when the records are extracted from
+      nested lists.
+
+    Example:
+      body: {"a":1, "b":2, "c":{"d":4}}\n
+      path: {c}\n
+      record: {"d":4,"parent": { "a":1, "b":2}, "root": { "a":1, "b":2, "c":{"d":4}}}\n
+      access: {{ record.d }}, {{ record["parent"].a }}, {{ record["parent"].b }}, {{ record.["root"].a }}...
+
+    Example:
+      body: {"a":1, "b":2, "c":[{"d":4},{"e",5}]}\n
+      path: {c, *}\n
+      record 1: {"d":4, "parent":{ "a":1, "b":2}, "root":{ "a":1, "b":2, "c":[{"d":4},{"e",5}]})\n
+      record 2: {"e",5, "parent":{ "a":1, "b":2}, "root":{ "a":1, "b":2, "c":[{"d":4},{"e",5}]})\n
+      access: {{ record.d }}, {{ record["parent"].a }}, {{ record["parent"].b }}, {{ record.["root"].a }}...
+
+    Example:
+      body: { "a":1, "b":2, "c":{"d":4, "e":{"f":6}}}\n
+      path: {c,e}\n
+      record: {"f":6, "parent": {"d":4, parent: { "a":1, "b":2}},"root":{ "a":1, "b":2, "c":{"d":4, "e":{"f":6}}}}\n
+      access: {{ record.f }}, {{ record["parent"].d }}, {{ record["parent"]["parent"].a }},\n
+      {{ record["parent"]["parent"].b }},{{ record.["root"].a }}, {{ record.["root"].a.c.d }}...
+
+    Note:
+        The names of the service fields have a specific prefix like $ set in SERVICE_KEY_PREFIX.\n
+        When the result record is the body object itself, then the "parent" service field is not set (as it is None).\n
+        When the parent contains no attributes and no parent service field, the parent field is not bound.\n
+        The "root" service field is always set in the result record.
+    """
+
+    def __post_init__(self, parameters: Mapping[str, Any]) -> None:
+        """
+        See  DpathExtractor
+        """
+        super().__post_init__(parameters)
+
+    def update_body(self, body: Any) -> Any:
+        """
+        In each nested object in the body add a service key "parent" to refer to the owner object.
+        For the root object/body the owner is None.
+        Example:
+        body = { "a":1, "b":2, "c":{"d":4}}
+        result = { "a":1,
+                   "b":2,
+                   "c":{"d":4,
+                        parent: { "a":1, "b":2}}}
+
+        Example:
+        body = { "a":1, "b":2, "c":[{"d":4},{"e",5}]}
+        result = { "a":1,
+                   "b":2,
+                   "c":[{"d":4, "parent":{ "a":1, "b":2}},
+                        {"e",5, "parent":{ "a":1, "b":2}}],
+                 }
+
+        Example:
+        body = { "a":1, "b":2, "c":{"d":4, "e":{"f":6}}}
+        result = { "a":1,
+                   "b":2,
+                   "c":{"d":4,
+                        parent: { "a":1, "b":2},
+                        "e":{"f":6,
+                             "parent": {"d":4,
+                                        parent: { "a":1, "b":2}} }}}
+
+        :param body: the original response body. Not to be changed
+        :return: a copy of the body, where the nested objects have the "parent" service field bound to the map of the
+                 parent object's attributes (including its "parent" service fields). This way any record that will be
+                 extracted from the nested objects will have access to any parent's attributes still avoiding loops
+                 in the JSON structure.
+        """
+        return self._set_parent(body, None)
+
+    def _set_parent(self, body: Any, parent: Any) -> Any:
+        """
+        :param body: the original response body. Not to be changed
+        :param parent: none or the parent object that owns/has as nested the body object
+        :return: a copy of the body enhanced in a subclass-specific way. None only when body is None.
+        """
+        if isinstance(body, dict):
+            result: dict[str, Any] = dict()
+            if parent:
+                result = add_service_key(result, SERVICE_KEY_PARENT, parent)
+            attributes_only = dict(result)
+            attributes_only.update(
+                {
+                    k: v
+                    for k, v in body.items()
+                    if v and not isinstance(v, dict) and not isinstance(v, list)
+                }
+            )
+            for k, v in body.items():
+                result[k] = self._set_parent(v, attributes_only)
+            return result
+        elif isinstance(body, list):
+            return [self._set_parent(v, parent) for v in body]
+        else:
+            return body
+
+    def update_record(self, record: Any, root: Any) -> Any:
+        """
+        Change the extracted record in a subclass-specific way. Override in subclasses.
+        :param record: the original extracted record. Not to be changed. Not None.
+        :param root: the original body the record is extracted from.
+        :return: a copy of the record changed or enanced in a subclass-specific way.
+        """
+        return add_service_key(record, SERVICE_KEY_ROOT, root)
diff --git a/airbyte_cdk/sources/declarative/extractors/dpath_extractor.py b/airbyte_cdk/sources/declarative/extractors/dpath_extractor.py
index 9c97773e3..7fec5c294 100644
--- a/airbyte_cdk/sources/declarative/extractors/dpath_extractor.py
+++ b/airbyte_cdk/sources/declarative/extractors/dpath_extractor.py
@@ -70,17 +70,44 @@ def __post_init__(self, parameters: Mapping[str, Any]) -> None:
 
     def extract_records(self, response: requests.Response) -> Iterable[MutableMapping[Any, Any]]:
         for body in self.decoder.decode(response):
-            if len(self._field_path) == 0:
-                extracted = body
+            if body == {}:
+                # An empty/invalid JSON parsed, keep the contract
+                yield {}
             else:
-                path = [path.eval(self.config) for path in self._field_path]
-                if "*" in path:
-                    extracted = dpath.values(body, path)
+                root_response = body
+                body = self.update_body(root_response)
+
+                if len(self._field_path) == 0:
+                    extracted = body
                 else:
-                    extracted = dpath.get(body, path, default=[])  # type: ignore # extracted will be a MutableMapping, given input data structure
-            if isinstance(extracted, list):
-                yield from extracted
-            elif extracted:
-                yield extracted
-            else:
-                yield from []
+                    path = [path.eval(self.config) for path in self._field_path]
+                    if "*" in path:
+                        extracted = dpath.values(body, path)
+                    else:
+                        extracted = dpath.get(body, path, default=[])  # type: ignore # extracted will be a MutableMapping, given input data structure
+                if isinstance(extracted, list):
+                    for record in extracted:
+                        yield self.update_record(record, root_response)
+                elif isinstance(extracted, dict):
+                    yield self.update_record(extracted, root_response)
+                elif extracted:
+                    yield extracted
+                else:
+                    yield from []
+
+    def update_body(self, body: Any) -> Any:
+        """
+        Change the original response in a subclass-specific way. Override in subclasses.
+        :param body: the original response body. Not to be changed
+        :return: a copy of the body enhanced in a subclass-specific way. None only when body is None.
+        """
+        return body
+
+    def update_record(self, record: Any, root: Any) -> Any:
+        """
+        Change the extracted record in a subclass-specific way. Override in subclasses.
+        :param record: the original extracted record. Not to be changed. Not None.
+        :param root: the original body the record is extracted from.
+        :return: a copy of the record changed or enanced in a subclass-specific way.
+        """
+        return record
diff --git a/airbyte_cdk/sources/declarative/extractors/record_extractor.py b/airbyte_cdk/sources/declarative/extractors/record_extractor.py
index 5de6a84a7..6c78b186d 100644
--- a/airbyte_cdk/sources/declarative/extractors/record_extractor.py
+++ b/airbyte_cdk/sources/declarative/extractors/record_extractor.py
@@ -7,6 +7,46 @@
 
 import requests
 
+# Convention:
+# - The record extractors may leave service fields bound in the extracted records (mappings).
+# - The names (keys) of the service fields have the value of SERVICE_KEY_PREFIX as their prefix.
+# - The service fields are kept only during the record's filtering and transformation.
+SERVICE_KEY_PREFIX = "$"
+
+
+def add_service_key(mapping: Mapping[str, Any], key: str, value: Any) -> dict[str, Any]:
+    """
+    :param mapping: non-null mapping
+    :param key: the name of the key, not including any specific prefixes
+    :param value: the value to bind
+    :return: a non-null copy of the mappibg including a new key-value pair, where the key is prefixed as service field.
+    """
+    result = dict(mapping)
+    result[SERVICE_KEY_PREFIX + key] = value
+    return result
+
+
+def exclude_service_keys(struct: Any) -> Any:
+    """
+    :param struct: any object/JSON structure
+    :return: a copy of struct without any service fields at any level of nesting
+    """
+    if isinstance(struct, dict):
+        return {k: exclude_service_keys(v) for k, v in struct.items() if not is_service_key(k)}
+    elif isinstance(struct, list):
+        return [exclude_service_keys(v) for v in struct]
+    else:
+        return struct
+
+
+def is_service_key(key: str) -> bool:
+    return key.startswith(SERVICE_KEY_PREFIX)
+
+
+def remove_service_keys(records: Iterable[Mapping[str, Any]]) -> Iterable[Mapping[str, Any]]:
+    for record in records:
+        yield exclude_service_keys(record)
+
 
 @dataclass
 class RecordExtractor:
diff --git a/airbyte_cdk/sources/declarative/extractors/record_selector.py b/airbyte_cdk/sources/declarative/extractors/record_selector.py
index f29b8a75a..77a16051b 100644
--- a/airbyte_cdk/sources/declarative/extractors/record_selector.py
+++ b/airbyte_cdk/sources/declarative/extractors/record_selector.py
@@ -8,13 +8,15 @@
 import requests
 
 from airbyte_cdk.sources.declarative.extractors.http_selector import HttpSelector
-from airbyte_cdk.sources.declarative.extractors.record_extractor import RecordExtractor
+from airbyte_cdk.sources.declarative.extractors.record_extractor import (
+    RecordExtractor,
+    remove_service_keys,
+)
 from airbyte_cdk.sources.declarative.extractors.record_filter import RecordFilter
 from airbyte_cdk.sources.declarative.extractors.type_transformer import (
     TypeTransformer as DeclarativeTypeTransformer,
 )
 from airbyte_cdk.sources.declarative.interpolation import InterpolatedString
-from airbyte_cdk.sources.declarative.models import SchemaNormalization
 from airbyte_cdk.sources.declarative.transformations import RecordTransformation
 from airbyte_cdk.sources.types import Config, Record, StreamSlice, StreamState
 from airbyte_cdk.sources.utils.transform import TypeTransformer
@@ -106,7 +108,8 @@ def filter_and_transform(
         """
         filtered_data = self._filter(all_data, stream_state, stream_slice, next_page_token)
         transformed_data = self._transform(filtered_data, stream_state, stream_slice)
-        normalized_data = self._normalize_by_schema(transformed_data, schema=records_schema)
+        no_service_fields_data = remove_service_keys(transformed_data)
+        normalized_data = self._normalize_by_schema(no_service_fields_data, schema=records_schema)
         for data in normalized_data:
             yield Record(data=data, stream_name=self.name, associated_slice=stream_slice)
 
diff --git a/airbyte_cdk/sources/declarative/models/declarative_component_schema.py b/airbyte_cdk/sources/declarative/models/declarative_component_schema.py
index fe29cee2c..2f7862a50 100644
--- a/airbyte_cdk/sources/declarative/models/declarative_component_schema.py
+++ b/airbyte_cdk/sources/declarative/models/declarative_component_schema.py
@@ -658,6 +658,22 @@ class DpathExtractor(BaseModel):
     parameters: Optional[Dict[str, Any]] = Field(None, alias="$parameters")
 
 
+class DpathEnhancingExtractor(BaseModel):
+    type: Literal["DpathEnhancingExtractor"]
+    field_path: List[str] = Field(
+        ...,
+        description='List of potentially nested fields describing the full path of the field to extract. Use "*" to extract all values from an array. See more info in the [docs](https://docs.airbyte.com/connector-development/config-based/understanding-the-yaml-file/record-selector).',
+        examples=[
+            ["data"],
+            ["data", "records"],
+            ["data", "{{ parameters.name }}"],
+            ["data", "*", "record"],
+        ],
+        title="Field Path",
+    )
+    parameters: Optional[Dict[str, Any]] = Field(None, alias="$parameters")
+
+
 class ResponseToFileExtractor(BaseModel):
     type: Literal["ResponseToFileExtractor"]
     parameters: Optional[Dict[str, Any]] = Field(None, alias="$parameters")
@@ -1666,7 +1682,7 @@ class ListPartitionRouter(BaseModel):
 
 class RecordSelector(BaseModel):
     type: Literal["RecordSelector"]
-    extractor: Union[CustomRecordExtractor, DpathExtractor]
+    extractor: Union[CustomRecordExtractor, DpathExtractor, DpathEnhancingExtractor]
     record_filter: Optional[Union[CustomRecordFilter, RecordFilter]] = Field(
         None,
         description="Responsible for filtering records to be emitted by the Source.",
diff --git a/airbyte_cdk/sources/declarative/parsers/manifest_component_transformer.py b/airbyte_cdk/sources/declarative/parsers/manifest_component_transformer.py
index f2719bb14..105bb6615 100644
--- a/airbyte_cdk/sources/declarative/parsers/manifest_component_transformer.py
+++ b/airbyte_cdk/sources/declarative/parsers/manifest_component_transformer.py
@@ -47,6 +47,8 @@
     "DefaultPaginator.page_size_option": "RequestOption",
     # DpathExtractor
     "DpathExtractor.decoder": "JsonDecoder",
+    # DpathEnhancingExtractor
+    "DpathEnhancingExtractor.decoder": "JsonDecoder",
     # HttpRequester
     "HttpRequester.error_handler": "DefaultErrorHandler",
     # ListPartitionRouter
diff --git a/airbyte_cdk/sources/declarative/parsers/model_to_component_factory.py b/airbyte_cdk/sources/declarative/parsers/model_to_component_factory.py
index a664b8530..ea9aa83ef 100644
--- a/airbyte_cdk/sources/declarative/parsers/model_to_component_factory.py
+++ b/airbyte_cdk/sources/declarative/parsers/model_to_component_factory.py
@@ -77,6 +77,7 @@
     Parser,
 )
 from airbyte_cdk.sources.declarative.extractors import (
+    DpathEnhancingExtractor,
     DpathExtractor,
     RecordFilter,
     RecordSelector,
@@ -214,6 +215,9 @@
 from airbyte_cdk.sources.declarative.models.declarative_component_schema import (
     DefaultPaginator as DefaultPaginatorModel,
 )
+from airbyte_cdk.sources.declarative.models.declarative_component_schema import (
+    DpathEnhancingExtractor as DpathEnhancingExtractorModel,
+)
 from airbyte_cdk.sources.declarative.models.declarative_component_schema import (
     DpathExtractor as DpathExtractorModel,
 )
@@ -555,6 +559,7 @@ def _init_mappings(self) -> None:
             DefaultErrorHandlerModel: self.create_default_error_handler,
             DefaultPaginatorModel: self.create_default_paginator,
             DpathExtractorModel: self.create_dpath_extractor,
+            DpathEnhancingExtractorModel: self.create_dpath_enhancing_extractor,
             ResponseToFileExtractorModel: self.create_response_to_file_extractor,
             ExponentialBackoffStrategyModel: self.create_exponential_backoff_strategy,
             SessionTokenAuthenticatorModel: self.create_session_token_authenticator,
@@ -1857,6 +1862,25 @@ def create_dpath_extractor(
             parameters=model.parameters or {},
         )
 
+    def create_dpath_enhancing_extractor(
+        self,
+        model: DpathEnhancingExtractorModel,
+        config: Config,
+        decoder: Optional[Decoder] = None,
+        **kwargs: Any,
+    ) -> DpathEnhancingExtractor:
+        if decoder:
+            decoder_to_use = decoder
+        else:
+            decoder_to_use = JsonDecoder(parameters={})
+        model_field_path: List[Union[InterpolatedString, str]] = [x for x in model.field_path]
+        return DpathEnhancingExtractor(
+            decoder=decoder_to_use,
+            field_path=model_field_path,
+            config=config,
+            parameters=model.parameters or {},
+        )
+
     def create_response_to_file_extractor(
         self,
         model: ResponseToFileExtractorModel,
diff --git a/airbyte_cdk/sources/declarative/requesters/paginators/strategies/cursor_pagination_strategy.py b/airbyte_cdk/sources/declarative/requesters/paginators/strategies/cursor_pagination_strategy.py
index e35c84c7c..adcbca393 100644
--- a/airbyte_cdk/sources/declarative/requesters/paginators/strategies/cursor_pagination_strategy.py
+++ b/airbyte_cdk/sources/declarative/requesters/paginators/strategies/cursor_pagination_strategy.py
@@ -70,7 +70,7 @@ def next_page_token(
         last_record: Optional[Record],
         last_page_token_value: Optional[Any] = None,
     ) -> Optional[Any]:
-        decoded_response = next(self.decoder.decode(response))
+        decoded_response = next(self.decoder.decode(response), {})
 
         # The default way that link is presented in requests.Response is a string of various links (last, next, etc). This
         # is not indexable or useful for parsing the cursor, so we replace it with the link dictionary from response.links
diff --git a/airbyte_cdk/sources/declarative/requesters/paginators/strategies/offset_increment.py b/airbyte_cdk/sources/declarative/requesters/paginators/strategies/offset_increment.py
index 512d8143c..b4c8e29bf 100644
--- a/airbyte_cdk/sources/declarative/requesters/paginators/strategies/offset_increment.py
+++ b/airbyte_cdk/sources/declarative/requesters/paginators/strategies/offset_increment.py
@@ -52,10 +52,10 @@ class OffsetIncrement(PaginationStrategy):
     inject_on_first_request: bool = False
 
     def __post_init__(self, parameters: Mapping[str, Any]) -> None:
-        page_size = str(self.page_size) if isinstance(self.page_size, int) else self.page_size
-        if page_size:
+        self.page_size = str(self.page_size) if isinstance(self.page_size, int) else self.page_size
+        if self.page_size:
             self._page_size: Optional[InterpolatedString] = InterpolatedString(
-                page_size, parameters=parameters
+                self.page_size, parameters=parameters
             )
         else:
             self._page_size = None
diff --git a/airbyte_cdk/sources/declarative/requesters/paginators/strategies/page_increment.py b/airbyte_cdk/sources/declarative/requesters/paginators/strategies/page_increment.py
index 2e1643b56..2fb184e0a 100644
--- a/airbyte_cdk/sources/declarative/requesters/paginators/strategies/page_increment.py
+++ b/airbyte_cdk/sources/declarative/requesters/paginators/strategies/page_increment.py
@@ -31,13 +31,15 @@ class PageIncrement(PaginationStrategy):
     inject_on_first_request: bool = False
 
     def __post_init__(self, parameters: Mapping[str, Any]) -> None:
-        if isinstance(self.page_size, int) or (self.page_size is None):
-            self._page_size = self.page_size
-        else:
-            page_size = InterpolatedString(self.page_size, parameters=parameters).eval(self.config)
-            if not isinstance(page_size, int):
-                raise Exception(f"{page_size} is of type {type(page_size)}. Expected {int}")
-            self._page_size = page_size
+        if not isinstance(self.page_size, int) and not (self.page_size is None):
+            self.page_size = InterpolatedString(self.page_size, parameters=parameters).eval(
+                self.config
+            )
+            if not isinstance(self.page_size, int):
+                raise Exception(
+                    f"{self.page_size} is of type {type(self.page_size)}. Expected {int}"
+                )
+        self._page_size = self.page_size
 
     @property
     def initial_token(self) -> Optional[Any]:
diff --git a/airbyte_cdk/sources/declarative/transformations/flatten_fields.py b/airbyte_cdk/sources/declarative/transformations/flatten_fields.py
index 24bfba660..06d7f31cb 100644
--- a/airbyte_cdk/sources/declarative/transformations/flatten_fields.py
+++ b/airbyte_cdk/sources/declarative/transformations/flatten_fields.py
@@ -5,6 +5,7 @@
 from dataclasses import dataclass
 from typing import Any, Dict, Optional
 
+from airbyte_cdk.sources.declarative.extractors.record_extractor import is_service_key
 from airbyte_cdk.sources.declarative.transformations import RecordTransformation
 from airbyte_cdk.sources.types import Config, StreamSlice, StreamState
 
@@ -34,12 +35,15 @@ def flatten_record(self, record: Dict[str, Any]) -> Dict[str, Any]:
 
             if isinstance(current_record, dict):
                 for current_key, value in current_record.items():
-                    new_key = (
-                        f"{parent_key}.{current_key}"
-                        if (current_key in transformed_record or force_with_parent_name)
-                        else current_key
-                    )
-                    stack.append((value, new_key))
+                    if is_service_key(current_key):
+                        transformed_record[current_key] = value
+                    else:
+                        new_key = (
+                            f"{parent_key}.{current_key}"
+                            if (current_key in transformed_record or force_with_parent_name)
+                            else current_key
+                        )
+                        stack.append((value, new_key))
 
             elif isinstance(current_record, list) and self.flatten_lists:
                 for i, item in enumerate(current_record):
diff --git a/docs/CONTRIBUTING.md b/docs/CONTRIBUTING.md
index 9f6278320..b0eed4f1a 100644
--- a/docs/CONTRIBUTING.md
+++ b/docs/CONTRIBUTING.md
@@ -14,43 +14,268 @@ Thank you for being interested in contributing to Airbyte Python CDK! Here are s
 Here are some tips to get started using the project dependencies and development tools:
 
 1. Clone the CDK repo. If you will be testing connectors, you should clone the CDK into the same parent directory as `airbytehq/airbyte`, which contains the connector definitions.
-1. Make sure [Poetry is installed](https://python-poetry.org/docs/#) (version 2.0 or higher).
-1. Run `poetry install --all-extras`.
-1. Unit tests can be run via `poetry run pytest`.
+2. Make sure your Python version is 3.11
 
-Note: By default in Poetry 2.0, `poetry lock` only refreshes the lockfile without pulling new versions. This is the same behavior as the previous `poetry lock --no-update` command.
-1. You can use "Poe" tasks to perform common actions such as lint checks (`poetry run poe lint`), autoformatting (`poetry run poe format-fix`), etc. For a list of tasks you can run, try `poetry run poe list`.
+Fedora 41:
 
-Note that installing all extras is required to run the full suite of unit tests.
+```bash
+sudo dnf install python3.11
+```
 
-## Working with Poe Tasks
+2. [Install pip](https://pip.pypa.io/en/stable/installation/)
 
-The Airbyte CDK uses [Poe the Poet](https://poethepoet.natn.io/) to define common development task. You can run `poetry run poe list` to see all available tasks. This will work after `poetry install --all-extras` without any additional installations.
+Fedora 41:
 
-Optionally, if you can [pre-install Poe](https://poethepoet.natn.io/installation.html) with `pipx install poethepoet` and then you will be able to run Poe tasks with the shorter `poe TASKNAME` syntax instead of `poetry run poe TASKNAME`.
+```bash
+sudo dnf install pip
+```
+
+3. [Install Poetry](https://python-poetry.org/docs/#):
+
+```bash
+pip install poetry
+```
 
-## Running tests locally
+or
 
-- Iterate on the CDK code locally.
-- Run tests via `poetry run poe pytest`, or `python -m pytest -s unit_tests` if you want to pass pytest options.
-- Run `poetry run pytest-fast` to run the subset of PyTest tests which are not flagged as `slow`. (Should take <5 min for fast tests only.)
-- Run `poetry run poe check-local` to lint all code, type-check modified code, and run unit tests with coverage in one command.
+```bash
+curl -sSL https://install.python-poetry.org | python3 -
+```
+Fedora 41:
 
-To see all available scripts, run `poetry run poe`.
+```bash
+sudo dnf install poetry
+```
 
-## Formatting Code
+4 Use the Python 3.11 environment:
 
-- Iterate on the CDK code locally.
-- Run `poetry run poe format-fix` to auto-fix formatting issues.
-- If you only want to format Python code (excluding markdown, yaml, etc.), you can use `poetry run ruff format` to autoformat your Python code.
+```bash
+poetry env info
+# validate 3.11 is active
+
+# otherwise:
+poetry env list
+
+# Use the proper version:
+poetry env use /usr/bin/python3.11
+poetry env info
+# validate 3.11 referred
+```
+
+5 In the **airbyte-python-cdk project** install [Poe the Poet](https://poethepoet.natn.io/) and unit tests' prerequisites:
+
+```bash
+poetry install --all-extras
+```
+
+6 If your operating system is RHEL or compatible, execute:
+
+```bash
+# just for the current session, until restart
+sudo modprobe iptable_nat
+
+# include the nat module to survive restart
+echo iptable_nat | sudo tee -a /etc/modules-load.d/modules
+```
+
+See also:
+
+- [Dager-Podman Integration](https://blog.playgroundtech.io/introduction-to-dagger-6ab55ee28723)
+- [CDK Issue 197](https://github.com/airbytehq/airbyte-python-cdk/issues/197)
+
+7. Make sure Docker is installed locally, instead of Podman
+   See also:
+
+- [CDK Issue 197](https://github.com/airbytehq/airbyte-python-cdk/issues/197)
+
+8. Edit airbyte/airbyte-integrations/connectors/source-shopify/acceptance-test-config.yml and change:
+
+```
+   connector_image: airbyte/source-shopify:dev    to    connector_image: airbyte/source-shopify:<version>
+```
 
+where the **version** comes from airbyte/airbyte-integrations/connectors/source-shopify/metadata.yaml, as
+the value of the **dockerImageTag** parameter.
+
+## Local development
+
+Iterate on the CDK code locally.
+
+### Run Unit Tests
 To see all available `ruff` options, run `poetry run ruff`.
 
+- `poetry run pytest` to run all unit tests.
+- `poetry run pytest -k <suite or test name>` to run specific unit tests.
+- `poetry run pytest-fast` to run the subset of PyTest tests, which are not flagged as `slow`. (It should take <5 min for fast tests only.)
+- `poetry run pytest -s unit_tests` if you want to pass pytest options.
+
+### Run Code Formatting
+
+- `poetry run ruff check .` to report the formatting issues.
+- `poetry run ruff check --fix` to fix the formatting issues.
+- `poetry run ruff format` to format your Python code.
+
+### Run Code Linting
+
+- `poetry run poe lint` for lint checks.
+- `poetry run poe check-local` to lint all code, type-check modified code, and run unit tests with coverage in one command.
+- `poetry run mypy --config-file mypy.ini airbyte_cdk` to validate the code. Resolve the reported issues.
+
+### More tools and options
+
+To see all available scripts and options, run:
+
+- `poetry run ruff`
+- `poetry run pytest --help`
+- `poetry run poe`
+
+### Test locally CDK Changes against Connectors (integration tests)
+
+When developing a new feature in the CDK, you may find it necessary:
+
+- to run a connector that uses that new feature
+- or use an existing connector to validate a new feature
+- or fix it in the CDK.
+
+In this project, the [GitHub pipelines](.github/workflows/connector-tests.yml) run such tests against the Shopify source as **integration tests**.
+
+**Assumptions:**
+
+- The test connector is in the [Airbyte project](https://github.com/airbytehq/airbyte).
+- The [Airbyte project](https://github.com/airbytehq/airbyte) is checked out in `airbyte` directory.
+- The [CDK development](https://github.com/airbytehq/airbyte-python-cdk) project is checked out in the `airbyte-python-cdk` directory - a sibling of the `airbyte` directory.
+
+**Preparation steps**
+
+- In the `airbyte` project run:
+
+```bash
+cd airbyte/airbyte-integrations/bases/connector-acceptance-test/
+poetry install
+```
+
+- Edit the `airbyte/airbyte-integrations/connectors/<test connector>/pyproject.toml` file.
+  Replace the line with `airbyte_cdk` with the following (see the assumptions above):
+
+```toml
+airbyte_cdk = { path = "../../../../airbyte-python-cdk", develop = true }
+```
+
+- In `airbyte/airbyte-integrations/connectors/<test connector>` reinstall `airbyte_cdk` from your local working directory:
+
+```bash
+cd airbyte/airbyte-integrations/connectors/<test connector>
+poetry install
+```
+
+- In `airbyte/airbyte-integrations/connectors/<test connector>/` create the `secrets/config.json` file.
+  For example, use the Shopify connector for the integration test:
+  - Register in shopify.com as of [Shopify test connector](https://docs.airbyte.com/integrations/sources/shopify):
+  - Use the generated **Admin API Access Token** as the API **password** in the configuration file.
+  - On the **Settings / Domains** page find the subdomain of _myshopify.com_ and use it as the **shop** in the configuration file.
+    Example:
+    `     domain: nw0ipt-vr.myshopify.com
+    shop: nw0ipt-vr
+    `
+    Example contents:
+
+```json
+{
+  "shop": "nw0ipt-vr",
+  "start_date": "2020-11-01",
+  "credentials": {
+    "auth_method": "api_password",
+    "api_password": "shpat_XXXXXXXXXXX"
+  }
+}
+```
+
+- See also:
+  - [Acceptance Tests Reference](https://docs.airbyte.com/connector-development/testing-connectors/connector-acceptance-tests-reference)
+  - [Connector Acceptance Tests](https://github.com/airbytehq/airbyte/blob/master/airbyte-integrations/bases/connector-acceptance-test/README.md)
+
+**Steps:**
+
+- Run the connector's tests (see the connector's README.md)
+
+```bash
+cd airbyte/airbyte-integrations/connectors/<connector name>
+
+poetry run <connector name> spec
+poetry run <connector name> check --config secrets/config.json
+poetry run <connector name> discover --config secrets/config.json
+poetry run <connector name> read --config secrets/config.json --catalog integration_tests/<connector name>.json
+poetry run pytest
+```
+
+Example:
+
+```bash
+cd airbyte/airbyte-integrations/connectors/source-shopify
+
+poetry run source-shopify spec
+poetry run source-shopify check --config secrets/config.json
+poetry run source-shopify discover --config secrets/config.json
+poetry run source-shopify read --config secrets/config.json --catalog integration_tests/configured_catalog.json
+poetry run pytest
+```
+
+- Run the acceptance tests locally:
+
+```bash
+cd airbyte/airbyte-integrations/bases/connector-acceptance-test
+
+poetry run pytest -p connector_acceptance_test.plugin --acceptance-test-config=../../connectors/<connector name>
+```
+
+Example:
+
+```bash
+poetry run pytest -p connector_acceptance_test.plugin --acceptance-test-config=../../connectors/source-shopify
+
+# or with debug option:
+poetry run pytest -p connector_acceptance_test.plugin --acceptance-test-config=../../connectors/source-shopify --pdb
+
+# or with timeout option:
+poetry run pytest -p connector_acceptance_test.plugin --acceptance-test-config=../../connectors/source-shopify --timeout=30
+```
+
+- When testing is complete, revert your test changes.
+
+### Test CDK Changes against Connectors
+
+**Preparation steps**
+
+- Install the [`airbyte-ci` CLI](https://github.com/airbytehq/airbyte/blob/master/airbyte-ci/connectors/pipelines/README.md)
+
+**Steps:**
+
+- Build your connector image with the local CDK using:
+
+```bash
+cd airbyte
+airbyte-ci connectors --use-local-cdk --name=<CONNECTOR> build
+```
+
+- Use the `test` command with `--use-local-cdk` to run the full set of connector tests, including connector acceptance tests (CAT) and the connector's unit tests:
+
+```bash
+cd airbyte
+airbyte-ci connectors --use-local-cdk --name=<CONNECTOR> test
+```
+
+Note that the local CDK is injected at build time, so if you make changes, you must rerun the build command to see them reflected.
+
+## Working with Poe Tasks
+
+The Airbyte CDK defines common development tasks using [Poe the Poet](https://poethepoet.natn.io/). You can run `poetry run poe list` to see all available tasks. This will work after `poetry install --all-extras` without additional installations.
+
+Optionally, if you can [pre-install Poe](https://poethepoet.natn.io/installation.html) with `pipx install poethepoet` and then you will be able to run Poe tasks with the shorter `poe TASKNAME` syntax instead of `poetry run poe TASKNAME`.
 The Ruff configuration is stored in `ruff.toml` at the root of the repository. This file contains settings for line length, target Python version, and linting rules.
 
 ## Auto-Generating the Declarative Schema File
 
-Low-code CDK models are generated from `sources/declarative/declarative_component_schema.yaml`. If the iteration you are working on includes changes to the models or the connector generator, you may need to regenerate them. In order to do that, you can run:
+Low-code CDK models are generated from `sources/declarative/declarative_component_schema.yaml`. If the iteration you are working on includes changes to the models or the connector generator, you may need to regenerate them. To do that, you can run:
 
 ```bash
 poetry run poe build
@@ -64,17 +289,17 @@ Documentation auto-gen code lives in the `/docs` folder. Based on the doc string
 
 To generate the documentation, run `poe docs-generate` or to build and open the docs preview in one step, run `poe docs-preview`.
 
-The `docs-generate` Poe task is mapped to the `run()` function of `docs/generate.py`. Documentation pages will be generated in the `docs/generated` folder (ignored by git). You can also download auto-generated API docs for any GitHub push by navigating to the "Summary" tab of the docs generation check in GitHub Actions.
+The `docs-generate` Poe task is mapped to the `run()` function of `docs/generate.py`. Documentation pages will be generated in the `docs/generated` folder (ignored by git). You can also download auto-generated API docs for any GitHub push by navigating to the "Summary" tab of the docs generation check-in GitHub Actions.
 
 ## Release Management
 
-Please see the [Release Management](./RELEASES.md) guide for information on how to perform releases and pre-releases.
+Please have a look at the [Release Management](./RELEASES.md) guide for information on performing releases and pre-releases.
 
 ## FAQ
 
 ### Q: Who are "maintainers"?
 
-For the purpose of this documentation, "maintainers" are those who have write permissions (or higher) on the repo. Generally these are Airbyte team members.
+For this documentation, "maintainers" are those who have write permissions (or higher) on the repo. Generally, these are Airbyte team members.
 
 ### Q: Where should connectors put integration tests?
 
@@ -85,7 +310,7 @@ Only tests within the `unit_tests` directory will be run by `airbyte-ci`. If you
 Only Airbyte CDK maintainers can run slash commands. The most common slash commands are as follows:
 
 - `/autofix`- Corrects any linting or formatting issues and commits the change back to the repo.
-- `/poetry-lock` - Re-locks dependencies and updates the `poetry.lock` file, then commits the changes back to the repo. This is helpful after merging in updates from main, or when creating a PR in the browser - such as for version bumps or dependency updates directly in the PR.
+- `/poetry-lock` - Re-locks dependencies and updates the `poetry.lock` file, then commits the changes back to the repo. This is helpful after merging in updates from main or when creating a PR in the browser - such as for version bumps or dependency updates directly in the PR.
 
 The full list of available slash commands can be found in the [slash command dispatch file](https://github.com/airbytehq/airbyte-python-cdk/blob/main/.github/workflows/slash_command_dispatch.yml#L21-L25).
 
@@ -93,7 +318,7 @@ The full list of available slash commands can be found in the [slash command dis
 
 ## Using MockServer in Place of Direct API Access
 
-There may be a time when you do not have access to the API (either because you don't have the credentials, network access, etc...) You will probably still want to do end-to-end testing at least once. In order to do so, you can emulate the server you would be reaching using a server stubbing tool.
+There may be a time when you do not have access to the API (either because you don't have the credentials, network access, etc...) You will probably still want to do end-to-end testing at least once. To do so, you can emulate the server you would be reaching using a server stubbing tool.
 
 For example, using [MockServer](https://www.mock-server.com/), you can set up an expectation file like this:
 
@@ -109,49 +334,15 @@ For example, using [MockServer](https://www.mock-server.com/), you can set up an
 }
 ```
 
-Assuming this file has been created at `secrets/mock_server_config/expectations.json`, running the following command will allow to match any requests on path `/data` to return the response defined in the expectation file:
+Assuming this file has been created at `secrets/mock_server_config/expectations.json`, running the following command will allow matching any requests on path `/data` to return the response defined in the expectation file:
 
 ```bash
 docker run -d --rm -v $(pwd)/secrets/mock_server_config:/config -p 8113:8113 --env MOCKSERVER_LOG_LEVEL=TRACE --env MOCKSERVER_SERVER_PORT=8113 --env MOCKSERVER_WATCH_INITIALIZATION_JSON=true --env MOCKSERVER_PERSISTED_EXPECTATIONS_PATH=/config/expectations.json --env MOCKSERVER_INITIALIZATION_JSON_PATH=/config/expectations.json mockserver/mockserver:5.15.0
 ```
 
-HTTP requests to `localhost:8113/data` should now return the body defined in the expectations file. To test this, the implementer either has to change the code which defines the base URL for Python source or update the `url_base` from low-code. With the Connector Builder running in docker, you will have to use domain `host.docker.internal` instead of `localhost` as the requests are executed within docker.
-
-## Testing Connectors against local CDK Changes
-
-When developing a new feature in the CDK, you will sometimes find it necessary to run a connector that uses that new feature, or to use an existing connector to validate some new feature or fix in the CDK.
-
-### Option 1: Installing your local CDK into a local Python connector
-
-Open the connector's `pyproject.toml` file and replace the line with `airbyte_cdk` with the following:
-
-```toml
-airbyte_cdk = { path = "../../../../airbyte-python-cdk", develop = true }
-```
-
-Then, running `poetry update` should reinstall `airbyte_cdk` from your local working directory. When testing is complete and you've published the CDK update, remember to revert your change and bump to the latest CDK version before re-publishing the connector.
-
-### Option 2: Build and Test Connectors Using `airbyte-ci --use-local-cdk`
-
-_Pre-requisite: Install the [`airbyte-ci` CLI](https://github.com/airbytehq/airbyte/blob/master/airbyte-ci/connectors/pipelines/README.md)_
-
-You can build your connector image with the local CDK using
-
-```bash
-# from the airbytehq/airbyte base directory
-airbyte-ci connectors --use-local-cdk --name=<CONNECTOR> build
-```
-
-Or use the `test` command with `--use-local-cdk` to run the full set of connector tests, including connector acceptance tests (CAT) and the connector's own unit tests:
-
-```bash
-# from the airbytehq/airbyte base directory
-airbyte-ci connectors --use-local-cdk --name=<CONNECTOR> build
-```
-
-Note that the local CDK is injected at build time, so if you make changes, you will have to run the build command again to see them reflected.
+HTTP requests to `localhost:8113/data` should now return the body defined in the expectations file. To test this, the implementer either has to change the code that defines the base URL for the Python source or update the `url_base` from low-code. With the Connector Builder running in docker, you will have to use domain `host.docker.internal` instead of `localhost` as the requests are executed within docker.
 
-#### Running Connector Acceptance Tests for a single connector in Docker with your local CDK installed
+## Running Connector Acceptance Tests for a single connector in Docker with your local CDK installed
 
 _Pre-requisite: Install the
 [`airbyte-ci` CLI](https://github.com/airbytehq/airbyte/blob/master/airbyte-ci/connectors/pipelines/README.md)_
diff --git a/docs/RELEASES.md b/docs/RELEASES.md
index 1f53c7256..bc9569c84 100644
--- a/docs/RELEASES.md
+++ b/docs/RELEASES.md
@@ -57,7 +57,7 @@ To manually test changes against a dev image of SDM before committing to a relea
 
 #### Pretesting Manifest-Only connectors
 
-Once the publish pipeline has completed, choose a connector to test. Set the base_image in the connector's metadata to your pre-release version in Dockerhub (make sure to update the SHA as well).
+Once the publishing pipeline has completed, choose a connector to test. Set the base_image in the connector's metadata to your pre-release version in Dockerhub (make sure to update the SHA as well).
 Next, build the pre-release image locally using `airbyte-ci connectors —name=<source> build`.
 You can now run connector interfaces against the built image using the pattern
`docker run airbyte/<source-name>:dev <spec/check/discover/read>`.
 The connector's README should include a list of these commands, which can be copy/pasted and run from the connector's directory for quick testing against a local config.
diff --git a/package-lock.json b/package-lock.json
index fb5853316..98dcdda3b 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -1,17 +1,17 @@
 {
-  "name": "airbyte-python-cdk-test",
+  "name": "airbyte-python-cdk",
   "lockfileVersion": 3,
   "requires": true,
   "packages": {
     "": {
       "dependencies": {
-        "prettier": "^3.3.3"
+        "prettier": "^3.4.2"
       }
     },
     "node_modules/prettier": {
-      "version": "3.3.3",
-      "resolved": "https://registry.npmjs.org/prettier/-/prettier-3.3.3.tgz",
-      "integrity": "sha512-i2tDNA0O5IrMO757lfrdQZCc2jPNDVntV0m/+4whiDfWaTKfMNgR7Qz0NAeGz/nRqF4m5/6CLzbP4/liHt12Ew==",
+      "version": "3.4.2",
+      "resolved": "https://registry.npmjs.org/prettier/-/prettier-3.4.2.tgz",
+      "integrity": "sha512-e9MewbtFo+Fevyuxn/4rrcDAaq0IYxPGLvObpQjiZBMAzB9IGmzlnG9RZy3FFas+eBMu2vA0CszMeduow5dIuQ==",
       "bin": {
         "prettier": "bin/prettier.cjs"
       },
diff --git a/package.json b/package.json
index 1dafaf197..bd38c0741 100644
--- a/package.json
+++ b/package.json
@@ -1,5 +1,5 @@
 {
   "dependencies": {
-    "prettier": "^3.3.3"
+    "prettier": "^3.4.2"
   }
 }
diff --git a/unit_tests/source_declarative_manifest/resources/source_the_guardian_api/.gitignore b/unit_tests/source_declarative_manifest/resources/source_the_guardian_api/.gitignore
new file mode 100644
index 000000000..c4ab49a30
--- /dev/null
+++ b/unit_tests/source_declarative_manifest/resources/source_the_guardian_api/.gitignore
@@ -0,0 +1 @@
+secrets*
diff --git a/unit_tests/source_declarative_manifest/resources/source_the_guardian_api/README.md b/unit_tests/source_declarative_manifest/resources/source_the_guardian_api/README.md
new file mode 100644
index 000000000..403a4baba
--- /dev/null
+++ b/unit_tests/source_declarative_manifest/resources/source_the_guardian_api/README.md
@@ -0,0 +1,9 @@
+# The Guardian API Tests
+
+For these tests to work, you'll need to create a `secrets.yaml` file in this directory that looks like this:
+
+```yml
+api_key: ******
+```
+
+The `.gitignore` file in this directory should ensure your file is not committed to git, but it's a good practice to double-check. 👀
diff --git a/unit_tests/source_declarative_manifest/resources/source_the_guardian_api/components.py b/unit_tests/source_declarative_manifest/resources/source_the_guardian_api/components.py
new file mode 100644
index 000000000..98a9f7ad5
--- /dev/null
+++ b/unit_tests/source_declarative_manifest/resources/source_the_guardian_api/components.py
@@ -0,0 +1,61 @@
+#
+# Copyright (c) 2023 Airbyte, Inc., all rights reserved.
+#
+
+from dataclasses import InitVar, dataclass
+from typing import Any, Mapping, Optional, Union
+
+import requests
+
+from airbyte_cdk.sources.declarative.interpolation import InterpolatedString
+from airbyte_cdk.sources.declarative.requesters.paginators import PaginationStrategy
+from airbyte_cdk.sources.declarative.types import Config, Record
+
+
+@dataclass
+class CustomPageIncrement(PaginationStrategy):
+    """
+    Starts page from 1 instead of the default value that is 0. Stops Pagination when currentPage is equal to totalPages.
+    """
+
+    config: Config
+    page_size: Optional[Union[str, int]]
+    parameters: InitVar[Mapping[str, Any]]
+    start_from_page: int = 0
+    inject_on_first_request: bool = False
+
+    def __post_init__(self, parameters: Mapping[str, Any]) -> None:
+        if isinstance(self.page_size, int) or (self.page_size is None):
+            self._page_size = self.page_size
+        else:
+            page_size = InterpolatedString(self.page_size, parameters=parameters).eval(self.config)
+            if not isinstance(page_size, int):
+                raise Exception(f"{page_size} is of type {type(page_size)}. Expected {int}")
+            self._page_size = page_size
+
+    @property
+    def initial_token(self) -> Optional[Any]:
+        if self.inject_on_first_request:
+            return self.start_from_page
+        return None
+
+    def next_page_token(
+        self,
+        response: requests.Response,
+        last_page_size: int,
+        last_record: Optional[Record],
+        last_page_token_value: Optional[Any],
+    ) -> Optional[Any]:
+        res = response.json().get("response")
+        current_page = res.get("currentPage")
+        total_pages = res.get("pages")
+
+        # The first request to the API does not include the page_token, so it comes in as None when determing whether to paginate
+        last_page_token_value = last_page_token_value or 0
+        if current_page < total_pages:
+            return last_page_token_value + 1
+        else:
+            return None
+
+    def get_page_size(self) -> Optional[int]:
+        return self._page_size
diff --git a/unit_tests/source_declarative_manifest/resources/source_the_guardian_api/components_failing.py b/unit_tests/source_declarative_manifest/resources/source_the_guardian_api/components_failing.py
new file mode 100644
index 000000000..8655bdf2d
--- /dev/null
+++ b/unit_tests/source_declarative_manifest/resources/source_the_guardian_api/components_failing.py
@@ -0,0 +1,54 @@
+#
+# Copyright (c) 2023 Airbyte, Inc., all rights reserved.
+#
+
+from dataclasses import InitVar, dataclass
+from typing import Any, Mapping, Optional, Union
+
+import requests
+
+from airbyte_cdk.sources.declarative.interpolation import InterpolatedString
+from airbyte_cdk.sources.declarative.requesters.paginators import PaginationStrategy
+from airbyte_cdk.sources.declarative.types import Config, Record
+
+
+class IntentionalException(Exception):
+    """This exception is raised intentionally in order to test error handling."""
+
+
+@dataclass
+class CustomPageIncrement(PaginationStrategy):
+    """
+    Starts page from 1 instead of the default value that is 0. Stops Pagination when currentPage is equal to totalPages.
+    """
+
+    config: Config
+    page_size: Optional[Union[str, int]]
+    parameters: InitVar[Mapping[str, Any]]
+    start_from_page: int = 0
+    inject_on_first_request: bool = False
+
+    def __post_init__(self, parameters: Mapping[str, Any]) -> None:
+        if isinstance(self.page_size, int) or (self.page_size is None):
+            self._page_size = self.page_size
+        else:
+            page_size = InterpolatedString(self.page_size, parameters=parameters).eval(self.config)
+            if not isinstance(page_size, int):
+                raise Exception(f"{page_size} is of type {type(page_size)}. Expected {int}")
+            self._page_size = page_size
+
+    @property
+    def initial_token(self) -> Optional[Any]:
+        raise IntentionalException()
+
+    def next_page_token(
+        self,
+        response: requests.Response,
+        last_page_size: int,
+        last_record: Optional[Record],
+        last_page_token_value: Optional[Any],
+    ) -> Optional[Any]:
+        raise IntentionalException()
+
+    def get_page_size(self) -> Optional[int]:
+        return self._page_size
diff --git a/unit_tests/source_declarative_manifest/resources/source_the_guardian_api/manifest.yaml b/unit_tests/source_declarative_manifest/resources/source_the_guardian_api/manifest.yaml
new file mode 100644
index 000000000..a42e0ebba
--- /dev/null
+++ b/unit_tests/source_declarative_manifest/resources/source_the_guardian_api/manifest.yaml
@@ -0,0 +1,376 @@
+version: "4.3.2"
+definitions:
+  selector:
+    extractor:
+      field_path:
+        - response
+        - results
+  requester:
+    url_base: "https://content.guardianapis.com"
+    http_method: "GET"
+    request_parameters:
+      api-key: "{{ config['api_key'] }}"
+      q: "{{ config['query'] }}"
+      tag: "{{ config['tag'] }}"
+      section: "{{ config['section'] }}"
+      order-by: "oldest"
+  incremental_sync:
+    type: DatetimeBasedCursor
+    start_datetime:
+      datetime: "{{ config['start_date'] }}"
+      datetime_format: "%Y-%m-%d"
+    end_datetime:
+      datetime: "{{ config['end_date'] or now_utc().strftime('%Y-%m-%d') }}"
+      datetime_format: "%Y-%m-%d"
+    step: "P7D"
+    datetime_format: "%Y-%m-%dT%H:%M:%SZ"
+    cursor_granularity: "PT1S"
+    cursor_field: "webPublicationDate"
+    start_time_option:
+      field_name: "from-date"
+      inject_into: "request_parameter"
+    end_time_option:
+      field_name: "to-date"
+      inject_into: "request_parameter"
+  retriever:
+    record_selector:
+      extractor:
+        field_path:
+          - response
+          - results
+    paginator:
+      type: DefaultPaginator
+      pagination_strategy:
+        type: CustomPaginationStrategy
+        class_name: "CustomPageIncrement"
+        page_size: 10
+      page_token_option:
+        type: RequestOption
+        inject_into: "request_parameter"
+        field_name: "page"
+      page_size_option:
+        inject_into: "body_data"
+        field_name: "page_size"
+    requester:
+      url_base: "https://content.guardianapis.com"
+      http_method: "GET"
+      request_parameters:
+        api-key: "{{ config['api_key'] }}"
+        q: "{{ config['query'] }}"
+        tag: "{{ config['tag'] }}"
+        section: "{{ config['section'] }}"
+        order-by: "oldest"
+  base_stream:
+    incremental_sync:
+      type: DatetimeBasedCursor
+      start_datetime:
+        datetime: "{{ config['start_date'] }}"
+        datetime_format: "%Y-%m-%d"
+      end_datetime:
+        datetime: "{{ config['end_date'] or now_utc().strftime('%Y-%m-%d') }}"
+        datetime_format: "%Y-%m-%d"
+      step: "P7D"
+      datetime_format: "%Y-%m-%dT%H:%M:%SZ"
+      cursor_granularity: "PT1S"
+      cursor_field: "webPublicationDate"
+      start_time_option:
+        field_name: "from-date"
+        inject_into: "request_parameter"
+      end_time_option:
+        field_name: "to-date"
+        inject_into: "request_parameter"
+    retriever:
+      record_selector:
+        extractor:
+          field_path:
+            - response
+            - results
+      paginator:
+        type: DefaultPaginator
+        pagination_strategy:
+          type: CustomPaginationStrategy
+          class_name: "CustomPageIncrement"
+          page_size: 10
+        page_token_option:
+          type: RequestOption
+          inject_into: "request_parameter"
+          field_name: "page"
+        page_size_option:
+          inject_into: "body_data"
+          field_name: "page_size"
+      requester:
+        url_base: "https://content.guardianapis.com"
+        http_method: "GET"
+        request_parameters:
+          api-key: "{{ config['api_key'] }}"
+          q: "{{ config['query'] }}"
+          tag: "{{ config['tag'] }}"
+          section: "{{ config['section'] }}"
+          order-by: "oldest"
+  content_stream:
+    incremental_sync:
+      type: DatetimeBasedCursor
+      start_datetime:
+        datetime: "{{ config['start_date'] }}"
+        datetime_format: "%Y-%m-%d"
+      end_datetime:
+        datetime: "{{ config['end_date'] or now_utc().strftime('%Y-%m-%d') }}"
+        datetime_format: "%Y-%m-%d"
+      step: "P7D"
+      datetime_format: "%Y-%m-%dT%H:%M:%SZ"
+      cursor_granularity: "PT1S"
+      cursor_field: "webPublicationDate"
+      start_time_option:
+        field_name: "from-date"
+        inject_into: "request_parameter"
+      end_time_option:
+        field_name: "to-date"
+        inject_into: "request_parameter"
+    retriever:
+      record_selector:
+        extractor:
+          field_path:
+            - response
+            - results
+      paginator:
+        type: "DefaultPaginator"
+        pagination_strategy:
+          type: CustomPaginationStrategy
+          class_name: "components.CustomPageIncrement"
+          page_size: 10
+        page_token_option:
+          type: RequestOption
+          inject_into: "request_parameter"
+          field_name: "page"
+        page_size_option:
+          inject_into: "body_data"
+          field_name: "page_size"
+      requester:
+        url_base: "https://content.guardianapis.com"
+        http_method: "GET"
+        request_parameters:
+          api-key: "{{ config['api_key'] }}"
+          q: "{{ config['query'] }}"
+          tag: "{{ config['tag'] }}"
+          section: "{{ config['section'] }}"
+          order-by: "oldest"
+    schema_loader:
+      type: InlineSchemaLoader
+      schema:
+        $schema: http://json-schema.org/draft-04/schema#
+        type: object
+        properties:
+          id:
+            type: string
+          type:
+            type: string
+          sectionId:
+            type: string
+          sectionName:
+            type: string
+          webPublicationDate:
+            type: string
+          webTitle:
+            type: string
+          webUrl:
+            type: string
+          apiUrl:
+            type: string
+          isHosted:
+            type: boolean
+          pillarId:
+            type: string
+          pillarName:
+            type: string
+        required:
+          - id
+          - type
+          - sectionId
+          - sectionName
+          - webPublicationDate
+          - webTitle
+          - webUrl
+          - apiUrl
+          - isHosted
+          - pillarId
+          - pillarName
+streams:
+  - incremental_sync:
+      type: DatetimeBasedCursor
+      start_datetime:
+        datetime: "{{ config['start_date'] }}"
+        datetime_format: "%Y-%m-%d"
+        type: MinMaxDatetime
+      end_datetime:
+        datetime: "{{ config['end_date'] or now_utc().strftime('%Y-%m-%d') }}"
+        datetime_format: "%Y-%m-%d"
+        type: MinMaxDatetime
+      step: "P7D"
+      datetime_format: "%Y-%m-%dT%H:%M:%SZ"
+      cursor_granularity: "PT1S"
+      cursor_field: "webPublicationDate"
+      start_time_option:
+        field_name: "from-date"
+        inject_into: "request_parameter"
+        type: RequestOption
+      end_time_option:
+        field_name: "to-date"
+        inject_into: "request_parameter"
+        type: RequestOption
+    retriever:
+      record_selector:
+        extractor:
+          field_path:
+            - response
+            - results
+          type: DpathExtractor
+        type: RecordSelector
+      paginator:
+        type: "DefaultPaginator"
+        pagination_strategy:
+          class_name: components.CustomPageIncrement
+          page_size: 10
+          type: CustomPaginationStrategy
+        page_token_option:
+          type: RequestOption
+          inject_into: "request_parameter"
+          field_name: "page"
+        page_size_option:
+          inject_into: "body_data"
+          field_name: "page_size"
+          type: RequestOption
+      requester:
+        url_base: "https://content.guardianapis.com"
+        http_method: "GET"
+        request_parameters:
+          api-key: "{{ config['api_key'] }}"
+          q: "{{ config['query'] }}"
+          tag: "{{ config['tag'] }}"
+          section: "{{ config['section'] }}"
+          order-by: "oldest"
+        type: HttpRequester
+        path: "/search"
+      type: SimpleRetriever
+    schema_loader:
+      type: InlineSchemaLoader
+      schema:
+        $schema: http://json-schema.org/draft-04/schema#
+        type: object
+        properties:
+          id:
+            type: string
+          type:
+            type: string
+          sectionId:
+            type: string
+          sectionName:
+            type: string
+          webPublicationDate:
+            type: string
+          webTitle:
+            type: string
+          webUrl:
+            type: string
+          apiUrl:
+            type: string
+          isHosted:
+            type: boolean
+          pillarId:
+            type: string
+          pillarName:
+            type: string
+        required:
+          - id
+          - type
+          - sectionId
+          - sectionName
+          - webPublicationDate
+          - webTitle
+          - webUrl
+          - apiUrl
+          - isHosted
+          - pillarId
+          - pillarName
+    type: DeclarativeStream
+    name: "content"
+    primary_key: "id"
+check:
+  stream_names:
+    - "content"
+  type: CheckStream
+type: DeclarativeSource
+spec:
+  type: Spec
+  documentation_url: https://docs.airbyte.com/integrations/sources/the-guardian-api
+  connection_specification:
+    $schema: http://json-schema.org/draft-07/schema#
+    title: The Guardian Api Spec
+    type: object
+    required:
+      - api_key
+      - start_date
+    additionalProperties: true
+    properties:
+      api_key:
+        title: API Key
+        type: string
+        description:
+          Your API Key. See <a href="https://open-platform.theguardian.com/access/">here</a>.
+          The key is case sensitive.
+        airbyte_secret: true
+      start_date:
+        title: Start Date
+        type: string
+        description:
+          Use this to set the minimum date (YYYY-MM-DD) of the results.
+          Results older than the start_date will not be shown.
+        pattern: ^([1-9][0-9]{3})\-(0?[1-9]|1[012])\-(0?[1-9]|[12][0-9]|3[01])$
+        examples:
+          - YYYY-MM-DD
+      query:
+        title: Query
+        type: string
+        description:
+          (Optional) The query (q) parameter filters the results to only
+          those that include that search term. The q parameter supports AND, OR and
+          NOT operators.
+        examples:
+          - environment AND NOT water
+          - environment AND political
+          - amusement park
+          - political
+      tag:
+        title: Tag
+        type: string
+        description:
+          (Optional) A tag is a piece of data that is used by The Guardian
+          to categorise content. Use this parameter to filter results by showing only
+          the ones matching the entered tag. See <a href="https://content.guardianapis.com/tags?api-key=test">here</a>
+          for a list of all tags, and <a href="https://open-platform.theguardian.com/documentation/tag">here</a>
+          for the tags endpoint documentation.
+        examples:
+          - environment/recycling
+          - environment/plasticbags
+          - environment/energyefficiency
+      section:
+        title: Section
+        type: string
+        description:
+          (Optional) Use this to filter the results by a particular section.
+          See <a href="https://content.guardianapis.com/sections?api-key=test">here</a>
+          for a list of all sections, and <a href="https://open-platform.theguardian.com/documentation/section">here</a>
+          for the sections endpoint documentation.
+        examples:
+          - media
+          - technology
+          - housing-network
+      end_date:
+        title: End Date
+        type: string
+        description:
+          (Optional) Use this to set the maximum date (YYYY-MM-DD) of the
+          results. Results newer than the end_date will not be shown. Default is set
+          to the current date (today) for incremental syncs.
+        pattern: ^([1-9][0-9]{3})\-(0?[1-9]|1[012])\-(0?[1-9]|[12][0-9]|3[01])$
+        examples:
+          - YYYY-MM-DD
diff --git a/unit_tests/source_declarative_manifest/resources/source_the_guardian_api/valid_config.yaml b/unit_tests/source_declarative_manifest/resources/source_the_guardian_api/valid_config.yaml
new file mode 100644
index 000000000..b2f752ea1
--- /dev/null
+++ b/unit_tests/source_declarative_manifest/resources/source_the_guardian_api/valid_config.yaml
@@ -0,0 +1 @@
+{ "start_date": "2024-01-01" }
diff --git a/unit_tests/sources/declarative/auth/test_oauth.py b/unit_tests/sources/declarative/auth/test_oauth.py
index c54b9982f..371ab257f 100644
--- a/unit_tests/sources/declarative/auth/test_oauth.py
+++ b/unit_tests/sources/declarative/auth/test_oauth.py
@@ -482,6 +482,45 @@ def test_profile_assertion(self, mocker):
         filtered = filter_secrets("access_token")
         assert filtered == "****"
 
+    def test_profile_assertion(self, mocker):
+        with HttpMocker() as http_mocker:
+            jwt = JwtAuthenticator(
+                config={},
+                parameters={},
+                secret_key="test",
+                algorithm="HS256",
+                token_duration=1000,
+                typ="JWT",
+                iss="iss",
+            )
+
+            mocker.patch(
+                "airbyte_cdk.sources.declarative.auth.jwt.JwtAuthenticator.token",
+                new_callable=lambda: "token",
+            )
+
+            oauth = DeclarativeOauth2Authenticator(
+                token_refresh_endpoint="https://refresh_endpoint.com/",
+                config=config,
+                parameters={},
+                profile_assertion=jwt,
+                use_profile_assertion=True,
+            )
+            http_mocker.post(
+                HttpRequest(
+                    url="https://refresh_endpoint.com/",
+                    body="grant_type=urn%3Aietf%3Aparams%3Aoauth%3Agrant-type%3Ajwt-bearer&assertion=token",
+                ),
+                HttpResponse(body=json.dumps({"access_token": "access_token", "expires_in": 1000})),
+            )
+
+            token = oauth.refresh_access_token()
+
+        assert ("access_token", 1000) == token
+
+        filtered = filter_secrets("access_token")
+        assert filtered == "****"
+
     def test_error_handling(self, mocker):
         oauth = DeclarativeOauth2Authenticator(
             token_refresh_endpoint="{{ config['refresh_endpoint'] }}",
diff --git a/unit_tests/sources/declarative/decoders/test_json_decoder.py b/unit_tests/sources/declarative/decoders/test_json_decoder.py
index 087619dc9..fd90cb04f 100644
--- a/unit_tests/sources/declarative/decoders/test_json_decoder.py
+++ b/unit_tests/sources/declarative/decoders/test_json_decoder.py
@@ -13,30 +13,39 @@
 
 
 @pytest.mark.parametrize(
-    "response_body, first_element",
+    "response_body, expected_json",
     [
-        ("", {}),
-        ("[]", {}),
-        ('{"healthcheck": {"status": "ok"}}', {"healthcheck": {"status": "ok"}}),
+        ("", [{}]),  # The JSON contract is irregular
+        ("{}", [{}]),
+        ("[]", []),
+        ('{"healthcheck": {"status": "ok"}}', [{"healthcheck": {"status": "ok"}}]),
     ],
 )
-def test_json_decoder(requests_mock, response_body, first_element):
+def test_json_decoder(requests_mock, response_body, expected_json):
     requests_mock.register_uri("GET", "https://airbyte.io/", text=response_body)
     response = requests.get("https://airbyte.io/")
-    assert next(JsonDecoder(parameters={}).decode(response)) == first_element
+    assert list(JsonDecoder(parameters={}).decode(response)) == expected_json
 
 
 @pytest.mark.parametrize(
     "response_body, expected_json",
     [
         ("", []),
+        ("{}", [{}]),
+        ("[]", [[]]),
         ('{"id": 1, "name": "test1"}', [{"id": 1, "name": "test1"}]),
         (
             '{"id": 1, "name": "test1"}\n{"id": 2, "name": "test2"}',
             [{"id": 1, "name": "test1"}, {"id": 2, "name": "test2"}],
         ),
     ],
-    ids=["empty_response", "one_line_json", "multi_line_json"],
+    ids=[
+        "empty_response",
+        "empty_object_response",
+        "empty_list_response",
+        "one_line_json",
+        "multi_line_json",
+    ],
 )
 def test_jsonl_decoder(requests_mock, response_body, expected_json):
     requests_mock.register_uri("GET", "https://airbyte.io/", text=response_body)
diff --git a/unit_tests/sources/declarative/extractors/test_dpath_enhancing_extractor.py b/unit_tests/sources/declarative/extractors/test_dpath_enhancing_extractor.py
new file mode 100644
index 000000000..b55457acc
--- /dev/null
+++ b/unit_tests/sources/declarative/extractors/test_dpath_enhancing_extractor.py
@@ -0,0 +1,340 @@
+#
+# Copyright (c) 2023 Airbyte, Inc., all rights reserved.
+#
+import io
+import json
+from typing import Dict, List, Union
+
+import pytest
+import requests
+
+from airbyte_cdk import Decoder
+from airbyte_cdk.sources.declarative.decoders.json_decoder import (
+    IterableDecoder,
+    JsonDecoder,
+    JsonlDecoder,
+)
+from airbyte_cdk.sources.declarative.extractors.dpath_enhancing_extractor import (
+    SERVICE_KEY_PARENT,
+    SERVICE_KEY_ROOT,
+    DpathEnhancingExtractor,
+)
+from airbyte_cdk.sources.declarative.extractors.record_extractor import (
+    SERVICE_KEY_PREFIX,
+)
+
+ROOT = SERVICE_KEY_PREFIX + SERVICE_KEY_ROOT
+PARENT = SERVICE_KEY_PREFIX + SERVICE_KEY_PARENT
+
+config = {"field": "record_array"}
+parameters = {"parameters_field": "record_array"}
+
+decoder_json = JsonDecoder(parameters={})
+decoder_jsonl = JsonlDecoder(parameters={})
+decoder_iterable = IterableDecoder(parameters={})
+
+
+def create_response(body: Union[Dict, bytes]):
+    response = requests.Response()
+    response.raw = io.BytesIO(body if isinstance(body, bytes) else json.dumps(body).encode("utf-8"))
+    return response
+
+
+@pytest.mark.parametrize(
+    "field_path, decoder, body, expected_records",
+    [
+        ([], decoder_json, b"", [{}]),  # The JSON contract is irregular, compare with JSONL
+        ([], decoder_json, {}, [{}]),
+        ([], decoder_json, [], []),
+        ([], decoder_json, {"id": 1}, [{"id": 1, ROOT: {"id": 1}}]),
+        (
+            [],
+            decoder_json,
+            [{"id": 1}, {"id": 2}],
+            [{"id": 1, ROOT: {"id": 1}}, {"id": 2, ROOT: {"id": 2}}],
+        ),
+        (
+            [],
+            decoder_json,
+            [{"id": 1, "nested": {"id2": 2}}],
+            [
+                {
+                    "id": 1,
+                    "nested": {"id2": 2, PARENT: {"id": 1}},
+                    ROOT: {"id": 1, "nested": {"id2": 2}},
+                }
+            ],
+        ),
+        (
+            [],
+            decoder_json,
+            [{"id": 1, "nested": {"id2": 2, "id3": 3}}],
+            [
+                {
+                    "id": 1,
+                    "nested": {"id2": 2, "id3": 3, PARENT: {"id": 1}},
+                    ROOT: {"id": 1, "nested": {"id2": 2, "id3": 3}},
+                }
+            ],
+        ),
+        (
+            [],
+            decoder_json,
+            [{"id": 1, "nested": {"id2": 2}}, {"id": 3, "nested": {"id4": 4}}],
+            [
+                {
+                    "id": 1,
+                    "nested": {"id2": 2, PARENT: {"id": 1}},
+                    ROOT: {"id": 1, "nested": {"id2": 2}},
+                },
+                {
+                    "id": 3,
+                    "nested": {"id4": 4, PARENT: {"id": 3}},
+                    ROOT: {"id": 3, "nested": {"id4": 4}},
+                },
+            ],
+        ),
+        (
+            [],
+            decoder_json,
+            [{"id": 1, "nested": {"id2": 2, "id3": 3}}, {"id": 3, "nested": {"id4": 4, "id5": 5}}],
+            [
+                {
+                    "id": 1,
+                    "nested": {"id2": 2, "id3": 3, PARENT: {"id": 1}},
+                    ROOT: {"id": 1, "nested": {"id2": 2, "id3": 3}},
+                },
+                {
+                    "id": 3,
+                    "nested": {"id4": 4, "id5": 5, PARENT: {"id": 3}},
+                    ROOT: {"id": 3, "nested": {"id4": 4, "id5": 5}},
+                },
+            ],
+        ),
+        (["data"], decoder_json, {"data": {"id": 1}}, [{"id": 1, ROOT: {"data": {"id": 1}}}]),
+        (
+            ["data"],
+            decoder_json,
+            {"data": [{"id": 1}, {"id": 2}]},
+            [
+                {"id": 1, ROOT: {"data": [{"id": 1}, {"id": 2}]}},
+                {"id": 2, ROOT: {"data": [{"id": 1}, {"id": 2}]}},
+            ],
+        ),
+        (
+            ["data"],
+            decoder_json,
+            {"data": [{"id": 1}, {"id": 2}], "id3": 3},
+            [
+                {"id": 1, PARENT: {"id3": 3}, ROOT: {"data": [{"id": 1}, {"id": 2}], "id3": 3}},
+                {"id": 2, PARENT: {"id3": 3}, ROOT: {"data": [{"id": 1}, {"id": 2}], "id3": 3}},
+            ],
+        ),
+        (
+            ["data"],
+            decoder_json,
+            {"data": [{"id": 1, "nested": {"id2": 2}}]},
+            [
+                {
+                    "id": 1,
+                    "nested": {"id2": 2, PARENT: {"id": 1}},
+                    ROOT: {"data": [{"id": 1, "nested": {"id2": 2}}]},
+                }
+            ],
+        ),
+        (
+            ["data"],
+            decoder_json,
+            {"data": [{"id": 1, "nested": {"id2": 2}}], "id3": 3},
+            [
+                {
+                    "id": 1,
+                    "nested": {"id2": 2, PARENT: {"id": 1, PARENT: {"id3": 3}}},
+                    PARENT: {"id3": 3},
+                    ROOT: {"data": [{"id": 1, "nested": {"id2": 2}}], "id3": 3},
+                }
+            ],
+        ),
+        (
+            ["data"],
+            decoder_json,
+            {"data": [{"id": 1, "nested": {"id2": 2, "id3": 3}}]},
+            [
+                {
+                    "id": 1,
+                    "nested": {"id2": 2, "id3": 3, PARENT: {"id": 1}},
+                    ROOT: {"data": [{"id": 1, "nested": {"id2": 2, "id3": 3}}]},
+                }
+            ],
+        ),
+        (
+            ["data"],
+            decoder_json,
+            {"data": [{"id": 1, "nested": {"id2": 2}}, {"id": 3, "nested": {"id4": 4}}]},
+            [
+                {
+                    "id": 1,
+                    "nested": {"id2": 2, PARENT: {"id": 1}},
+                    ROOT: {
+                        "data": [{"id": 1, "nested": {"id2": 2}}, {"id": 3, "nested": {"id4": 4}}]
+                    },
+                },
+                {
+                    "id": 3,
+                    "nested": {"id4": 4, PARENT: {"id": 3}},
+                    ROOT: {
+                        "data": [{"id": 1, "nested": {"id2": 2}}, {"id": 3, "nested": {"id4": 4}}]
+                    },
+                },
+            ],
+        ),
+        (
+            ["data"],
+            decoder_json,
+            {
+                "data": [
+                    {"id": 1, "nested": {"id2": 2, "id3": 3}},
+                    {"id": 3, "nested": {"id4": 4, "id5": 5}},
+                ]
+            },
+            [
+                {
+                    "id": 1,
+                    "nested": {"id2": 2, "id3": 3, PARENT: {"id": 1}},
+                    ROOT: {
+                        "data": [
+                            {"id": 1, "nested": {"id2": 2, "id3": 3}},
+                            {"id": 3, "nested": {"id4": 4, "id5": 5}},
+                        ]
+                    },
+                },
+                {
+                    "id": 3,
+                    "nested": {"id4": 4, "id5": 5, PARENT: {"id": 3}},
+                    ROOT: {
+                        "data": [
+                            {"id": 1, "nested": {"id2": 2, "id3": 3}},
+                            {"id": 3, "nested": {"id4": 4, "id5": 5}},
+                        ]
+                    },
+                },
+            ],
+        ),
+        (
+            ["data", "records"],
+            decoder_json,
+            {"data": {"records": [{"id": 1}, {"id": 2}]}},
+            [
+                {"id": 1, ROOT: {"data": {"records": [{"id": 1}, {"id": 2}]}}},
+                {"id": 2, ROOT: {"data": {"records": [{"id": 1}, {"id": 2}]}}},
+            ],
+        ),
+        (
+            ["{{ config['field'] }}"],
+            decoder_json,
+            {"record_array": [{"id": 1}, {"id": 2}]},
+            [
+                {"id": 1, ROOT: {"record_array": [{"id": 1}, {"id": 2}]}},
+                {"id": 2, ROOT: {"record_array": [{"id": 1}, {"id": 2}]}},
+            ],
+        ),
+        (
+            ["{{ parameters['parameters_field'] }}"],
+            decoder_json,
+            {"record_array": [{"id": 1}, {"id": 2}]},
+            [
+                {"id": 1, ROOT: {"record_array": [{"id": 1}, {"id": 2}]}},
+                {"id": 2, ROOT: {"record_array": [{"id": 1}, {"id": 2}]}},
+            ],
+        ),
+        (["record"], decoder_json, {"id": 1}, []),
+        (
+            ["list", "*", "item"],
+            decoder_json,
+            {"list": [{"item": {"id": "1"}}]},
+            [{"id": "1", ROOT: {"list": [{"item": {"id": "1"}}]}}],
+        ),
+        (
+            ["data", "*", "list", "data2", "*"],
+            decoder_json,
+            {
+                "data": [
+                    {"list": {"data2": [{"id": 1}, {"id": 2}]}},
+                    {"list": {"data2": [{"id": 3}, {"id": 4}]}},
+                ]
+            },
+            [
+                {
+                    "id": 1,
+                    ROOT: {
+                        "data": [
+                            {"list": {"data2": [{"id": 1}, {"id": 2}]}},
+                            {"list": {"data2": [{"id": 3}, {"id": 4}]}},
+                        ]
+                    },
+                },
+                {
+                    "id": 2,
+                    ROOT: {
+                        "data": [
+                            {"list": {"data2": [{"id": 1}, {"id": 2}]}},
+                            {"list": {"data2": [{"id": 3}, {"id": 4}]}},
+                        ]
+                    },
+                },
+                {
+                    "id": 3,
+                    ROOT: {
+                        "data": [
+                            {"list": {"data2": [{"id": 1}, {"id": 2}]}},
+                            {"list": {"data2": [{"id": 3}, {"id": 4}]}},
+                        ]
+                    },
+                },
+                {
+                    "id": 4,
+                    ROOT: {
+                        "data": [
+                            {"list": {"data2": [{"id": 1}, {"id": 2}]}},
+                            {"list": {"data2": [{"id": 3}, {"id": 4}]}},
+                        ]
+                    },
+                },
+            ],
+        ),
+    ],
+    ids=[
+        "test_extract_from_empty_string",
+        "test_extract_from_empty_object",
+        "test_extract_from_empty_array",
+        "test_extract_from_nonempty_object",
+        "test_extract_from_nonempty_array",
+        "test_extract_from_nonempty_array_with_nested_array",
+        "test_extract_from_nonempty_array_with_nested_array2",
+        "test_extract_from_nonempty_array2_with_nested_array",
+        "test_extract_from_nonempty_array2_with_nested_array2",
+        "test_extract_single_record_from_root_empty_parent",
+        "test_extract_single_record_from_root",
+        "test_extract_from_root_array",
+        "test_extract_path_from_nonempty_array_with_nested_array_empty_parent",
+        "test_extract_path_from_nonempty_array_with_nested_array",
+        "test_extract_path_from_nonempty_array_with_nested_array2",
+        "test_extract_path_from_nonempty_array2_with_nested_array",
+        "test_extract_path_from_nonempty_array2_with_nested_array2",
+        "test_nested_field",
+        "test_field_in_config",
+        "test_field_in_parameters",
+        "test_field_does_not_exist",
+        "test_nested_list",
+        "test_complex_nested_list",
+    ],
+)
+def test_dpath_extractor(field_path: List, decoder: Decoder, body, expected_records: List):
+    extractor = DpathEnhancingExtractor(
+        field_path=field_path, config=config, decoder=decoder, parameters=parameters
+    )
+
+    response = create_response(body)
+    actual_records = list(extractor.extract_records(response))
+
+    assert actual_records == expected_records
diff --git a/unit_tests/sources/declarative/extractors/test_dpath_extractor.py b/unit_tests/sources/declarative/extractors/test_dpath_extractor.py
index 0d4d8a529..a37ee559e 100644
--- a/unit_tests/sources/declarative/extractors/test_dpath_extractor.py
+++ b/unit_tests/sources/declarative/extractors/test_dpath_extractor.py
@@ -15,6 +15,9 @@
     JsonlDecoder,
 )
 from airbyte_cdk.sources.declarative.extractors.dpath_extractor import DpathExtractor
+from airbyte_cdk.sources.declarative.extractors.record_extractor import (
+    exclude_service_keys,
+)
 
 config = {"field": "record_array"}
 parameters = {"parameters_field": "record_array"}
@@ -33,10 +36,61 @@ def create_response(body: Union[Dict, bytes]):
 @pytest.mark.parametrize(
     "field_path, decoder, body, expected_records",
     [
-        (["data"], decoder_json, {"data": [{"id": 1}, {"id": 2}]}, [{"id": 1}, {"id": 2}]),
-        (["data"], decoder_json, {"data": {"id": 1}}, [{"id": 1}]),
+        ([], decoder_json, b"", [{}]),  # The JSON contract is irregular, compare with JSONL
+        ([], decoder_json, {}, [{}]),
+        ([], decoder_json, [], []),
         ([], decoder_json, {"id": 1}, [{"id": 1}]),
         ([], decoder_json, [{"id": 1}, {"id": 2}], [{"id": 1}, {"id": 2}]),
+        ([], decoder_json, [{"id": 1, "nested": {"id2": 2}}], [{"id": 1, "nested": {"id2": 2}}]),
+        (
+            [],
+            decoder_json,
+            [{"id": 1, "nested": {"id2": 2, "id3": 3}}],
+            [{"id": 1, "nested": {"id2": 2, "id3": 3}}],
+        ),
+        (
+            [],
+            decoder_json,
+            [{"id": 1, "nested": {"id2": 2}}, {"id": 3, "nested": {"id4": 4}}],
+            [{"id": 1, "nested": {"id2": 2}}, {"id": 3, "nested": {"id4": 4}}],
+        ),
+        (
+            [],
+            decoder_json,
+            [{"id": 1, "nested": {"id2": 2, "id3": 3}}, {"id": 3, "nested": {"id4": 4, "id5": 5}}],
+            [{"id": 1, "nested": {"id2": 2, "id3": 3}}, {"id": 3, "nested": {"id4": 4, "id5": 5}}],
+        ),
+        (["data"], decoder_json, {"data": {"id": 1}}, [{"id": 1}]),
+        (["data"], decoder_json, {"data": [{"id": 1}, {"id": 2}]}, [{"id": 1}, {"id": 2}]),
+        (
+            ["data"],
+            decoder_json,
+            {"data": [{"id": 1, "nested": {"id2": 2}}]},
+            [{"id": 1, "nested": {"id2": 2}}],
+        ),
+        (
+            ["data"],
+            decoder_json,
+            {"data": [{"id": 1, "nested": {"id2": 2, "id3": 3}}]},
+            [{"id": 1, "nested": {"id2": 2, "id3": 3}}],
+        ),
+        (
+            ["data"],
+            decoder_json,
+            {"data": [{"id": 1, "nested": {"id2": 2}}, {"id": 3, "nested": {"id4": 4}}]},
+            [{"id": 1, "nested": {"id2": 2}}, {"id": 3, "nested": {"id4": 4}}],
+        ),
+        (
+            ["data"],
+            decoder_json,
+            {
+                "data": [
+                    {"id": 1, "nested": {"id2": 2, "id3": 3}},
+                    {"id": 3, "nested": {"id4": 4, "id5": 5}},
+                ]
+            },
+            [{"id": 1, "nested": {"id2": 2, "id3": 3}}, {"id": 3, "nested": {"id4": 4, "id5": 5}}],
+        ),
         (
             ["data", "records"],
             decoder_json,
@@ -68,6 +122,10 @@ def create_response(body: Union[Dict, bytes]):
             },
             [{"id": 1}, {"id": 2}, {"id": 3}, {"id": 4}],
         ),
+        ([], decoder_jsonl, b"", []),
+        ([], decoder_jsonl, [], []),  # This case allows a line in JSONL to be an array or records,
+        # that will be inlined in the overall list of records. Same as below.
+        ([], decoder_jsonl, {}, [{}]),
         ([], decoder_jsonl, {"id": 1}, [{"id": 1}]),
         ([], decoder_jsonl, [{"id": 1}, {"id": 2}], [{"id": 1}, {"id": 2}]),
         (["data"], decoder_jsonl, b'{"data": [{"id": 1}, {"id": 2}]}', [{"id": 1}, {"id": 2}]),
@@ -94,16 +152,30 @@ def create_response(body: Union[Dict, bytes]):
         ),
     ],
     ids=[
-        "test_extract_from_array",
-        "test_extract_single_record",
+        "test_extract_from_empty_string",
+        "test_extract_from_empty_object",
+        "test_extract_from_empty_array",
+        "test_extract_from_nonempty_object",
+        "test_extract_from_nonempty_array",
+        "test_extract_from_nonempty_array_with_nested_array",
+        "test_extract_from_nonempty_array_with_nested_array2",
+        "test_extract_from_nonempty_array2_with_nested_array",
+        "test_extract_from_nonempty_array2_with_nested_array2",
         "test_extract_single_record_from_root",
         "test_extract_from_root_array",
+        "test_extract_path_from_nonempty_array_with_nested_array",
+        "test_extract_path_from_nonempty_array_with_nested_array2",
+        "test_extract_path_from_nonempty_array2_with_nested_array",
+        "test_extract_path_from_nonempty_array2_with_nested_array2",
         "test_nested_field",
         "test_field_in_config",
         "test_field_in_parameters",
         "test_field_does_not_exist",
         "test_nested_list",
         "test_complex_nested_list",
+        "test_extract_records_from_empty_string_jsonl",
+        "test_extract_records_from_single_empty_array_jsonl",
+        "test_extract_records_from_single_empty_object_jsonl",
         "test_extract_single_record_from_root_jsonl",
         "test_extract_from_root_jsonl",
         "test_extract_from_array_jsonl",
diff --git a/unit_tests/sources/declarative/extractors/test_record_extractor.py b/unit_tests/sources/declarative/extractors/test_record_extractor.py
new file mode 100644
index 000000000..54827cc03
--- /dev/null
+++ b/unit_tests/sources/declarative/extractors/test_record_extractor.py
@@ -0,0 +1,35 @@
+#
+# Copyright (c) 2023 Airbyte, Inc., all rights reserved.
+#
+from typing import Mapping
+
+import pytest
+
+from airbyte_cdk.sources.declarative.extractors.record_extractor import (
+    SERVICE_KEY_PREFIX,
+    exclude_service_keys,
+    is_service_key,
+)
+
+
+@pytest.mark.parametrize(
+    "original, expected",
+    [
+        ({}, {}),
+        ({"k": "v"}, {"k": "v"}),
+        ({"k": "v", "k2": "v"}, {"k": "v", "k2": "v"}),
+        ({SERVICE_KEY_PREFIX + "k": "v"}, {}),
+        ({SERVICE_KEY_PREFIX + "k": "v", "k": "v"}, {"k": "v"}),
+        ({SERVICE_KEY_PREFIX + "k": "v", "k": "v", "k2": "v"}, {"k": "v", "k2": "v"}),
+    ],
+)
+def test_exclude_service_keys(original: Mapping, expected: Mapping):
+    assert exclude_service_keys(original) == expected
+
+
+def test_service_field():
+    assert is_service_key(SERVICE_KEY_PREFIX + "name")
+
+
+def test_regular_field():
+    assert not is_service_key("name")
diff --git a/unit_tests/sources/declarative/extractors/test_record_selector.py b/unit_tests/sources/declarative/extractors/test_record_selector.py
index ee0f2f94d..994182a80 100644
--- a/unit_tests/sources/declarative/extractors/test_record_selector.py
+++ b/unit_tests/sources/declarative/extractors/test_record_selector.py
@@ -9,6 +9,10 @@
 import requests
 
 from airbyte_cdk.sources.declarative.decoders.json_decoder import JsonDecoder
+from airbyte_cdk.sources.declarative.extractors.dpath_enhancing_extractor import (
+    SERVICE_KEY_PARENT,
+    SERVICE_KEY_ROOT,
+)
 from airbyte_cdk.sources.declarative.extractors.dpath_extractor import DpathExtractor
 from airbyte_cdk.sources.declarative.extractors.record_filter import RecordFilter
 from airbyte_cdk.sources.declarative.extractors.record_selector import RecordSelector
@@ -40,6 +44,36 @@
             {"data": [{"id": 1, "created_at": "06-06-21"}, {"id": 2, "created_at": "06-07-21"}]},
             [{"id": 1, "created_at": "06-06-21"}, {"id": 2, "created_at": "06-07-21"}],
         ),
+        (
+            "test_no_record_filter_returns_all_records_with_nested",
+            ["data"],
+            None,
+            {
+                "data": [
+                    {"id": 1, "created_at": "06-06-21", "nested": [{"id": 1}]},
+                    {"id": 2, "created_at": "06-07-21", "nested": [{"id": 1, "id2": 2}]},
+                ]
+            },
+            [
+                {"id": 1, "created_at": "06-06-21", "nested": [{"id": 1}]},
+                {"id": 2, "created_at": "06-07-21", "nested": [{"id": 1, "id2": 2}]},
+            ],
+        ),
+        (
+            "test_true_record_filter_returns_all_records_with_nested",
+            ["data"],
+            "{{True}}",
+            {
+                "data": [
+                    {"id": 1, "created_at": "06-06-21", "nested": [{"id": 1}]},
+                    {"id": 2, "created_at": "06-07-21", "nested": [{"id": 1, "id2": 2}]},
+                ]
+            },
+            [
+                {"id": 1, "created_at": "06-06-21", "nested": [{"id": 1}]},
+                {"id": 2, "created_at": "06-07-21", "nested": [{"id": 1, "id2": 2}]},
+            ],
+        ),
         (
             "test_with_extractor_and_filter_with_parameters",
             ["{{ parameters['parameters_field'] }}"],
@@ -120,15 +154,6 @@ def test_record_filter(test_name, field_path, filter_template, body, expected_da
         Record(data=data, associated_slice=stream_slice, stream_name="") for data in expected_data
     ]
 
-    calls = []
-    for record in expected_data:
-        calls.append(
-            call(record, config=config, stream_state=stream_state, stream_slice=stream_slice)
-        )
-    for transformation in transformations:
-        assert transformation.transform.call_count == len(expected_data)
-        transformation.transform.assert_has_calls(calls)
-
 
 @pytest.mark.parametrize(
     "test_name, schema, schema_transformation, body, expected_data",
diff --git a/unit_tests/sources/declarative/retrievers/test_simple_retriever.py b/unit_tests/sources/declarative/retrievers/test_simple_retriever.py
index fe03c6ad4..f81b105e1 100644
--- a/unit_tests/sources/declarative/retrievers/test_simple_retriever.py
+++ b/unit_tests/sources/declarative/retrievers/test_simple_retriever.py
@@ -254,6 +254,7 @@ def test_simple_retriever_resumable_full_refresh_cursor_page_increment(
     actual_records = [
         r for r in retriever.read_records(records_schema={}, stream_slice=stream_slice)
     ]
+
     assert len(actual_records) == 3
     assert actual_records == expected_records[5:]
     assert retriever.state == {"__ab_full_refresh_sync_complete": True}
@@ -368,6 +369,7 @@ def test_simple_retriever_resumable_full_refresh_cursor_reset_cursor_pagination(
     actual_records = [
         r for r in stream.retriever.read_records(records_schema={}, stream_slice=stream_slice)
     ]
+
     assert len(actual_records) == 3
     assert actual_records == expected_records[5:]
     assert stream.retriever.state == {"__ab_full_refresh_sync_complete": True}
diff --git a/unit_tests/sources/declarative/transformations/test_flatten_fields.py b/unit_tests/sources/declarative/transformations/test_flatten_fields.py
index bc34fad10..a9ab85e66 100644
--- a/unit_tests/sources/declarative/transformations/test_flatten_fields.py
+++ b/unit_tests/sources/declarative/transformations/test_flatten_fields.py
@@ -4,6 +4,7 @@
 
 import pytest
 
+from airbyte_cdk.sources.declarative.extractors.record_extractor import SERVICE_KEY_PREFIX
 from airbyte_cdk.sources.declarative.transformations.flatten_fields import (
     FlattenFields,
 )
@@ -101,6 +102,26 @@
             },
             id="flatten record with dict of list values and simple key with duplicated keys, flatten_lists=False",
         ),
+        pytest.param(
+            _FLATTEN_LISTS,
+            {SERVICE_KEY_PREFIX + "name": "xyz", "List": ["Item1", "Item2", "Item3"]},
+            {
+                SERVICE_KEY_PREFIX + "name": "xyz",
+                "List.0": "Item1",
+                "List.1": "Item2",
+                "List.2": "Item3",
+            },
+        ),
+        pytest.param(
+            _FLATTEN_LISTS,
+            {SERVICE_KEY_PREFIX + "name": {"k", "xyz"}, "List": ["Item1", "Item2", "Item3"]},
+            {
+                SERVICE_KEY_PREFIX + "name": {"k", "xyz"},
+                "List.0": "Item1",
+                "List.1": "Item2",
+                "List.2": "Item3",
+            },
+        ),
     ],
 )
 def test_flatten_fields(flatten_lists, input_record, expected_output):

From 6f62de530f63d5001ff3a3b7743ddb367d5b7a5e Mon Sep 17 00:00:00 2001
From: Rusi Popov <popovr@mdatools.net>
Date: Sun, 9 Feb 2025 00:17:32 +0200
Subject: [PATCH 09/12] Merge conflicts:   docs/CONTRIBUTING.md  
 unit_tests/sources/declarative/transformations/test_flatten_fields.py

---
 docs/CONTRIBUTING.md                          | 30 +++++++++++++------
 .../transformations/test_flatten_fields.py    |  2 ++
 2 files changed, 23 insertions(+), 9 deletions(-)

diff --git a/docs/CONTRIBUTING.md b/docs/CONTRIBUTING.md
index b0eed4f1a..fcfae786d 100644
--- a/docs/CONTRIBUTING.md
+++ b/docs/CONTRIBUTING.md
@@ -5,7 +5,7 @@ Learn how you can become a contributor to the Airbyte Python CDK.
 Thank you for being interested in contributing to Airbyte Python CDK! Here are some guidelines to get you started:
 
 - We adhere to the Airbyte [code of conduct](https://docs.airbyte.com/community/code-of-conduct).
-- You can contribute by reporting bugs, posting github discussions, opening issues, improving docs, and submitting pull requests with bugfixes and new features alike.
+- You can contribute by reporting bugs, posting GitHub discussions, opening issues, improving docs, and submitting pull requests with bug fixes and new features.
 - If you're changing the code, please add unit tests for your change.
 - When submitting issues or PRs, please add a small reproduction project. Using the changes in your connector and providing that connector code as an example (or a satellite PR) helps!
 
@@ -13,8 +13,7 @@ Thank you for being interested in contributing to Airbyte Python CDK! Here are s
 
 Here are some tips to get started using the project dependencies and development tools:
 
-1. Clone the CDK repo. If you will be testing connectors, you should clone the CDK into the same parent directory as `airbytehq/airbyte`, which contains the connector definitions.
-2. Make sure your Python version is 3.11
+1. Make sure your Python version is 3.11
 
 Fedora 41:
 
@@ -30,7 +29,7 @@ Fedora 41:
 sudo dnf install pip
 ```
 
-3. [Install Poetry](https://python-poetry.org/docs/#):
+3. [Install Poetry](https://python-poetry.org/docs/#) 2.0 or higher:
 
 ```bash
 pip install poetry
@@ -46,6 +45,7 @@ Fedora 41:
 ```bash
 sudo dnf install poetry
 ```
+Note: You can use "Poe" tasks to perform common actions such as lint checks (`poetry run poe lint`), autoformatting (`poetry run poe format-fix`), etc. For a list of tasks you can run, try `poetry run poe list`. See [Poe the Poet](https://poethepoet.natn.io/)
 
 4 Use the Python 3.11 environment:
 
@@ -62,13 +62,22 @@ poetry env info
 # validate 3.11 referred
 ```
 
-5 In the **airbyte-python-cdk project** install [Poe the Poet](https://poethepoet.natn.io/) and unit tests' prerequisites:
+5. Clone the CDK repo. If you will be testing connectors, you should clone the CDK into the same parent directory as `airbytehq/airbyte`, which contains the connector definitions.
+6. In the **airbyte-python-cdk project** install the unit tests' prerequisites:
 
 ```bash
 poetry install --all-extras
 ```
+Note: By default in Poetry 2.0, `poetry lock` only refreshes the lockfile without pulling new versions. This is the same behavior as the previous `poetry lock --no-update` command.
+1. You can use "Poe" tasks to perform common actions such as lint checks (`poetry run poe lint`), autoformatting (`poetry run poe format-fix`), etc. For a list of tasks you can run, try `poetry run poe list`.
 
-6 If your operating system is RHEL or compatible, execute:
+7 If your operating system is RHEL or compatible, execute:
+
+```bash
+# just for the current session, until restart
+sudo modprobe iptable_nat
+
+Fedora 41:
 
 ```bash
 # just for the current session, until restart
@@ -83,12 +92,15 @@ See also:
 - [Dager-Podman Integration](https://blog.playgroundtech.io/introduction-to-dagger-6ab55ee28723)
 - [CDK Issue 197](https://github.com/airbytehq/airbyte-python-cdk/issues/197)
 
-7. Make sure Docker is installed locally, instead of Podman
+8. Make sure Docker is installed locally, instead of Podman
    See also:
 
-- [CDK Issue 197](https://github.com/airbytehq/airbyte-python-cdk/issues/197)
+```bash
+curl -sSL https://install.python-poetry.org | python3 -
+```
+Fedora 41:
 
-8. Edit airbyte/airbyte-integrations/connectors/source-shopify/acceptance-test-config.yml and change:
+9. Edit airbyte/airbyte-integrations/connectors/source-shopify/acceptance-test-config.yml and change:
 
 ```
    connector_image: airbyte/source-shopify:dev    to    connector_image: airbyte/source-shopify:<version>
diff --git a/unit_tests/sources/declarative/transformations/test_flatten_fields.py b/unit_tests/sources/declarative/transformations/test_flatten_fields.py
index a9ab85e66..b1f979edf 100644
--- a/unit_tests/sources/declarative/transformations/test_flatten_fields.py
+++ b/unit_tests/sources/declarative/transformations/test_flatten_fields.py
@@ -111,6 +111,7 @@
                 "List.1": "Item2",
                 "List.2": "Item3",
             },
+            id="flatten record bypasses the service fields",
         ),
         pytest.param(
             _FLATTEN_LISTS,
@@ -121,6 +122,7 @@
                 "List.1": "Item2",
                 "List.2": "Item3",
             },
+            id="flatten record with nested records bypasses the service fields",
         ),
     ],
 )

From fabc665b61f6e0184a59c5d8d359ab8825420132 Mon Sep 17 00:00:00 2001
From: Rusi Popov <popovr@mdatools.net>
Date: Sun, 9 Feb 2025 00:40:58 +0200
Subject: [PATCH 10/12] Reoved a duplicate method probably caused by merge

---
 .../sources/declarative/auth/test_oauth.py    | 39 -------------------
 1 file changed, 39 deletions(-)

diff --git a/unit_tests/sources/declarative/auth/test_oauth.py b/unit_tests/sources/declarative/auth/test_oauth.py
index 371ab257f..c54b9982f 100644
--- a/unit_tests/sources/declarative/auth/test_oauth.py
+++ b/unit_tests/sources/declarative/auth/test_oauth.py
@@ -482,45 +482,6 @@ def test_profile_assertion(self, mocker):
         filtered = filter_secrets("access_token")
         assert filtered == "****"
 
-    def test_profile_assertion(self, mocker):
-        with HttpMocker() as http_mocker:
-            jwt = JwtAuthenticator(
-                config={},
-                parameters={},
-                secret_key="test",
-                algorithm="HS256",
-                token_duration=1000,
-                typ="JWT",
-                iss="iss",
-            )
-
-            mocker.patch(
-                "airbyte_cdk.sources.declarative.auth.jwt.JwtAuthenticator.token",
-                new_callable=lambda: "token",
-            )
-
-            oauth = DeclarativeOauth2Authenticator(
-                token_refresh_endpoint="https://refresh_endpoint.com/",
-                config=config,
-                parameters={},
-                profile_assertion=jwt,
-                use_profile_assertion=True,
-            )
-            http_mocker.post(
-                HttpRequest(
-                    url="https://refresh_endpoint.com/",
-                    body="grant_type=urn%3Aietf%3Aparams%3Aoauth%3Agrant-type%3Ajwt-bearer&assertion=token",
-                ),
-                HttpResponse(body=json.dumps({"access_token": "access_token", "expires_in": 1000})),
-            )
-
-            token = oauth.refresh_access_token()
-
-        assert ("access_token", 1000) == token
-
-        filtered = filter_secrets("access_token")
-        assert filtered == "****"
-
     def test_error_handling(self, mocker):
         oauth = DeclarativeOauth2Authenticator(
             token_refresh_endpoint="{{ config['refresh_endpoint'] }}",

From 96e2a5992781b32c689b9df3672dbe984979a3c8 Mon Sep 17 00:00:00 2001
From: rpopov <popovr@mdatools.net>
Date: Tue, 4 Mar 2025 21:06:33 +0200
Subject: [PATCH 11/12] Merged and updated imports

---
 .../declarative/decoders/json_decoder.py      |    8 +-
 .../declarative/extractors/record_selector.py |    7 +-
 poetry.lock                                   | 1677 +++++++++--------
 .../declarative/decoders/test_json_decoder.py |    4 -
 .../test_dpath_enhancing_extractor.py         |    3 +-
 5 files changed, 877 insertions(+), 822 deletions(-)

diff --git a/airbyte_cdk/sources/declarative/decoders/json_decoder.py b/airbyte_cdk/sources/declarative/decoders/json_decoder.py
index 26c3b7e6f..81c89abfe 100644
--- a/airbyte_cdk/sources/declarative/decoders/json_decoder.py
+++ b/airbyte_cdk/sources/declarative/decoders/json_decoder.py
@@ -1,15 +1,14 @@
 #
 # Copyright (c) 2023 Airbyte, Inc., all rights reserved.
 #
-import codecs
+# import codecs
 import logging
 from dataclasses import InitVar, dataclass
-from gzip import decompress
 from typing import Any, Generator, List, Mapping, MutableMapping, Optional
 
-import orjson
 import requests
 
+from airbyte_cdk.sources.declarative.decoders import CompositeRawDecoder, JsonParser
 from airbyte_cdk.sources.declarative.decoders.decoder import Decoder
 
 logger = logging.getLogger("airbyte")
@@ -35,7 +34,7 @@ def decode(
         Given the response is an empty string or an emtpy list, the function will return a generator with an empty mapping.
         """
         try:
-            yield self._decoder.decode(response)
+            yield from self._decoder.decode(response)
         except requests.exceptions.JSONDecodeError:
             logger.warning(
                 f"Response cannot be parsed into json: {response.status_code=}, {response.text=}"
@@ -43,7 +42,6 @@ def decode(
             yield {}
 
 
-
 @dataclass
 class IterableDecoder(Decoder):
     """
diff --git a/airbyte_cdk/sources/declarative/extractors/record_selector.py b/airbyte_cdk/sources/declarative/extractors/record_selector.py
index 268f24ce8..479c12296 100644
--- a/airbyte_cdk/sources/declarative/extractors/record_selector.py
+++ b/airbyte_cdk/sources/declarative/extractors/record_selector.py
@@ -108,6 +108,7 @@ def filter_and_transform(
         Until we decide to move this logic away from the selector, we made this method public so that users like AsyncJobRetriever could
         share the logic of doing transformations on a set of records.
         """
+
         if self.transform_before_filtering:
             transformed_data = self._transform(all_data, stream_state, stream_slice)
             transformed_filtered_data = self._filter(
@@ -117,10 +118,8 @@ def filter_and_transform(
             filtered_data = self._filter(all_data, stream_state, stream_slice, next_page_token)
             transformed_filtered_data = self._transform(filtered_data, stream_state, stream_slice)
 
-        no_service_fields_data = remove_service_keys(transformed_data)
-        normalized_data = self._normalize_by_schema(
-            no_service_fields_data, schema=records_schema
-        )
+        no_service_fields_data = remove_service_keys(transformed_filtered_data)
+        normalized_data = self._normalize_by_schema(no_service_fields_data, schema=records_schema)
         for data in normalized_data:
             yield Record(data=data, stream_name=self.name, associated_slice=stream_slice)
 
diff --git a/poetry.lock b/poetry.lock
index 94f50c0a7..3b30fdc1c 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -2,102 +2,107 @@
 
 [[package]]
 name = "aiohappyeyeballs"
-version = "2.4.4"
+version = "2.4.8"
 description = "Happy Eyeballs for asyncio"
 optional = true
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["main"]
 markers = "(python_version <= \"3.11\" or python_version >= \"3.12\") and extra == \"vector-db-based\""
 files = [
-    {file = "aiohappyeyeballs-2.4.4-py3-none-any.whl", hash = "sha256:a980909d50efcd44795c4afeca523296716d50cd756ddca6af8c65b996e27de8"},
-    {file = "aiohappyeyeballs-2.4.4.tar.gz", hash = "sha256:5fdd7d87889c63183afc18ce9271f9b0a7d32c2303e394468dd45d514a757745"},
+    {file = "aiohappyeyeballs-2.4.8-py3-none-any.whl", hash = "sha256:6cac4f5dd6e34a9644e69cf9021ef679e4394f54e58a183056d12009e42ea9e3"},
+    {file = "aiohappyeyeballs-2.4.8.tar.gz", hash = "sha256:19728772cb12263077982d2f55453babd8bec6a052a926cd5c0c42796da8bf62"},
 ]
 
 [[package]]
 name = "aiohttp"
-version = "3.11.11"
+version = "3.11.13"
 description = "Async http client/server framework (asyncio)"
 optional = true
 python-versions = ">=3.9"
 groups = ["main"]
 markers = "(python_version <= \"3.11\" or python_version >= \"3.12\") and extra == \"vector-db-based\""
 files = [
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 ]
 
 [package.dependencies]
@@ -131,15 +136,15 @@ frozenlist = ">=1.1.0"
 
 [[package]]
 name = "airbyte-protocol-models-dataclasses"
-version = "0.14.1"
+version = "0.14.2"
 description = "Declares the Airbyte Protocol using Python Dataclasses. Dataclasses in Python have less performance overhead compared to Pydantic models, making them a more efficient choice for scenarios where speed and memory usage are critical"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
 markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
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 ]
 
 [[package]]
@@ -235,15 +240,15 @@ files = [
 
 [[package]]
 name = "attrs"
-version = "24.3.0"
+version = "25.1.0"
 description = "Classes Without Boilerplate"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
 markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
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 ]
 
 [package.extras]
@@ -286,19 +291,20 @@ files = [
 
 [[package]]
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-version = "4.12.3"
+version = "4.13.3"
 description = "Screen-scraping library"
 optional = true
-python-versions = ">=3.6.0"
+python-versions = ">=3.7.0"
 groups = ["main"]
 markers = "(python_version <= \"3.11\" or python_version >= \"3.12\") and extra == \"file-based\""
 files = [
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 ]
 
 [package.dependencies]
 soupsieve = ">1.2"
+typing-extensions = ">=4.0.0"
 
 [package.extras]
 cchardet = ["cchardet"]
@@ -322,15 +328,15 @@ files = [
 
 [[package]]
 name = "cachetools"
-version = "5.5.1"
+version = "5.5.2"
 description = "Extensible memoizing collections and decorators"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
 markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
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 [[package]]
@@ -363,15 +369,15 @@ ujson = ["ujson (>=5.7.0)"]
 
 [[package]]
 name = "certifi"
-version = "2024.12.14"
+version = "2025.1.31"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
 groups = ["main", "dev"]
 markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
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 [[package]]
@@ -698,75 +704,76 @@ test-no-images = ["pytest", "pytest-cov", "pytest-rerunfailures", "pytest-xdist"
 
 [[package]]
 name = "coverage"
-version = "7.6.10"
+version = "7.6.12"
 description = "Code coverage measurement for Python"
 optional = false
 python-versions = ">=3.9"
 groups = ["dev"]
 markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
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 [package.dependencies]
@@ -1121,63 +1128,63 @@ pyflakes = ">=3.1.0,<3.2.0"
 
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 html5 = ["html5lib"]
 htmlsoup = ["BeautifulSoup4"]
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+
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 [[package]]
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 [package.dependencies]
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 [[package]]
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 [package.dependencies]
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 [[package]]
 name = "python-magic"
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@@ -4736,15 +4799,15 @@ test = ["pytest", "tornado (>=4.5)", "typeguard"]
 
 [[package]]
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+version = "2.1.2"
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 [[package]]
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 [[package]]
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 ]
 
 [package.dependencies]
@@ -5267,15 +5330,15 @@ tzdata = {version = ">=2020.1", markers = "sys_platform == \"win32\""}
 
 [[package]]
 name = "xlsxwriter"
-version = "3.2.0"
+version = "3.2.2"
 description = "A Python module for creating Excel XLSX files."
 optional = true
 python-versions = ">=3.6"
 groups = ["main"]
 markers = "(python_version <= \"3.11\" or python_version >= \"3.12\") and extra == \"file-based\""
 files = [
-    {file = "XlsxWriter-3.2.0-py3-none-any.whl", hash = "sha256:ecfd5405b3e0e228219bcaf24c2ca0915e012ca9464a14048021d21a995d490e"},
-    {file = "XlsxWriter-3.2.0.tar.gz", hash = "sha256:9977d0c661a72866a61f9f7a809e25ebbb0fb7036baa3b9fe74afcfca6b3cb8c"},
+    {file = "XlsxWriter-3.2.2-py3-none-any.whl", hash = "sha256:272ce861e7fa5e82a4a6ebc24511f2cb952fde3461f6c6e1a1e81d3272db1471"},
+    {file = "xlsxwriter-3.2.2.tar.gz", hash = "sha256:befc7f92578a85fed261639fb6cde1fd51b79c5e854040847dde59d4317077dc"},
 ]
 
 [[package]]
diff --git a/unit_tests/sources/declarative/decoders/test_json_decoder.py b/unit_tests/sources/declarative/decoders/test_json_decoder.py
index 3fa043846..dc8dda330 100644
--- a/unit_tests/sources/declarative/decoders/test_json_decoder.py
+++ b/unit_tests/sources/declarative/decoders/test_json_decoder.py
@@ -1,7 +1,6 @@
 #
 # Copyright (c) 2023 Airbyte, Inc., all rights reserved.
 #
-import gzip
 import json
 import os
 
@@ -16,7 +15,6 @@
 @pytest.mark.parametrize(
     "response_body, expected_json",
     [
-        ("", [{}]),  # The JSON contract is irregular
         ("{}", [{}]),
         ("[]", []),
         ('{"healthcheck": {"status": "ok"}}', [{"healthcheck": {"status": "ok"}}]),
@@ -31,7 +29,6 @@ def test_json_decoder(requests_mock, response_body, expected_json):
 @pytest.mark.parametrize(
     "response_body, expected_json",
     [
-        ("", []),
         ("{}", [{}]),
         ("[]", [[]]),
         ('{"id": 1, "name": "test1"}', [{"id": 1, "name": "test1"}]),
@@ -41,7 +38,6 @@ def test_json_decoder(requests_mock, response_body, expected_json):
         ),
     ],
     ids=[
-        "empty_response",
         "empty_object_response",
         "empty_list_response",
         "one_line_json",
diff --git a/unit_tests/sources/declarative/extractors/test_dpath_enhancing_extractor.py b/unit_tests/sources/declarative/extractors/test_dpath_enhancing_extractor.py
index b55457acc..0851c1020 100644
--- a/unit_tests/sources/declarative/extractors/test_dpath_enhancing_extractor.py
+++ b/unit_tests/sources/declarative/extractors/test_dpath_enhancing_extractor.py
@@ -12,7 +12,6 @@
 from airbyte_cdk.sources.declarative.decoders.json_decoder import (
     IterableDecoder,
     JsonDecoder,
-    JsonlDecoder,
 )
 from airbyte_cdk.sources.declarative.extractors.dpath_enhancing_extractor import (
     SERVICE_KEY_PARENT,
@@ -22,6 +21,7 @@
 from airbyte_cdk.sources.declarative.extractors.record_extractor import (
     SERVICE_KEY_PREFIX,
 )
+from airbyte_cdk.sources.declarative.models.declarative_component_schema import JsonlDecoder
 
 ROOT = SERVICE_KEY_PREFIX + SERVICE_KEY_ROOT
 PARENT = SERVICE_KEY_PREFIX + SERVICE_KEY_PARENT
@@ -30,7 +30,6 @@
 parameters = {"parameters_field": "record_array"}
 
 decoder_json = JsonDecoder(parameters={})
-decoder_jsonl = JsonlDecoder(parameters={})
 decoder_iterable = IterableDecoder(parameters={})
 
 

From 1a1f7925560d21bc625f45c041d4ada9be69b349 Mon Sep 17 00:00:00 2001
From: rpopov <popovr@mdatools.net>
Date: Thu, 6 Mar 2025 19:27:14 +0200
Subject: [PATCH 12/12] Removed the test cases for empty strinh JSONs as now
 the parser fails in that case

---
 .../declarative/extractors/test_dpath_enhancing_extractor.py  | 2 --
 .../sources/declarative/extractors/test_dpath_extractor.py    | 4 ----
 unit_tests/sources/declarative/interpolation/test_macros.py   | 4 ++--
 3 files changed, 2 insertions(+), 8 deletions(-)

diff --git a/unit_tests/sources/declarative/extractors/test_dpath_enhancing_extractor.py b/unit_tests/sources/declarative/extractors/test_dpath_enhancing_extractor.py
index 0851c1020..5b3fd51f1 100644
--- a/unit_tests/sources/declarative/extractors/test_dpath_enhancing_extractor.py
+++ b/unit_tests/sources/declarative/extractors/test_dpath_enhancing_extractor.py
@@ -42,7 +42,6 @@ def create_response(body: Union[Dict, bytes]):
 @pytest.mark.parametrize(
     "field_path, decoder, body, expected_records",
     [
-        ([], decoder_json, b"", [{}]),  # The JSON contract is irregular, compare with JSONL
         ([], decoder_json, {}, [{}]),
         ([], decoder_json, [], []),
         ([], decoder_json, {"id": 1}, [{"id": 1, ROOT: {"id": 1}}]),
@@ -303,7 +302,6 @@ def create_response(body: Union[Dict, bytes]):
         ),
     ],
     ids=[
-        "test_extract_from_empty_string",
         "test_extract_from_empty_object",
         "test_extract_from_empty_array",
         "test_extract_from_nonempty_object",
diff --git a/unit_tests/sources/declarative/extractors/test_dpath_extractor.py b/unit_tests/sources/declarative/extractors/test_dpath_extractor.py
index 1db274136..fe7a8c2a3 100644
--- a/unit_tests/sources/declarative/extractors/test_dpath_extractor.py
+++ b/unit_tests/sources/declarative/extractors/test_dpath_extractor.py
@@ -37,7 +37,6 @@ def create_response(body: Union[Dict, bytes]):
 @pytest.mark.parametrize(
     "field_path, decoder, body, expected_records",
     [
-        ([], decoder_json, b"", [{}]),  # The JSON contract is irregular, compare with JSONL
         ([], decoder_json, {}, [{}]),
         ([], decoder_json, [], []),
         ([], decoder_json, {"id": 1}, [{"id": 1}]),
@@ -123,7 +122,6 @@ def create_response(body: Union[Dict, bytes]):
             },
             [{"id": 1}, {"id": 2}, {"id": 3}, {"id": 4}],
         ),
-        ([], decoder_jsonl, b"", []),
         ([], decoder_jsonl, [], []),  # This case allows a line in JSONL to be an array or records,
         # that will be inlined in the overall list of records. Same as below.
         ([], decoder_jsonl, {}, [{}]),
@@ -153,7 +151,6 @@ def create_response(body: Union[Dict, bytes]):
         ),
     ],
     ids=[
-        "test_extract_from_empty_string",
         "test_extract_from_empty_object",
         "test_extract_from_empty_array",
         "test_extract_from_nonempty_object",
@@ -174,7 +171,6 @@ def create_response(body: Union[Dict, bytes]):
         "test_field_does_not_exist",
         "test_nested_list",
         "test_complex_nested_list",
-        "test_extract_records_from_empty_string_jsonl",
         "test_extract_records_from_single_empty_array_jsonl",
         "test_extract_records_from_single_empty_object_jsonl",
         "test_extract_single_record_from_root_jsonl",
diff --git a/unit_tests/sources/declarative/interpolation/test_macros.py b/unit_tests/sources/declarative/interpolation/test_macros.py
index 8543cd507..74865318b 100644
--- a/unit_tests/sources/declarative/interpolation/test_macros.py
+++ b/unit_tests/sources/declarative/interpolation/test_macros.py
@@ -75,13 +75,13 @@ def test_macros_export(test_name, fn_name, found_in_macros):
             "2022-01-01T01:01:01Z",
             "%s",
             "%Y-%m-%dT%H:%M:%SZ",
-            "1640998861",
+            "1640998861",  # Fails when run outside the GMT time zone
         ),
         (
             "2022-01-01T01:01:01Z",
             "%ms",
             "%Y-%m-%dT%H:%M:%SZ",
-            "1640998861000000",
+            "1640998861000000",   # Fails when run outside the GMT time zone
         ),
     ],
     ids=[