diff --git a/.github/workflows/cicd.yaml b/.github/workflows/cicd.yaml
index 8020851..90a1804 100644
--- a/.github/workflows/cicd.yaml
+++ b/.github/workflows/cicd.yaml
@@ -12,7 +12,7 @@ on:
 env:
   POETRY_VERSION: 1.1.13
   PSR_VERSION: 7.28.1
-  CACHE_NUMBER: 4
+  CACHE_NUMBER: 5
 
 jobs:
   form:
diff --git a/docs/cli.md b/docs/cli.md
index 7e02b88..e31d564 100644
--- a/docs/cli.md
+++ b/docs/cli.md
@@ -1,4 +1,4 @@
-# The Command Line Interface
+# Command Line Interface
 
 In addition to providing the main entrypoint,
 documented below,
diff --git a/docs/conf.py b/docs/conf.py
index 0e6bd42..3111903 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -32,4 +32,5 @@
 myst_heading_anchors = 2
 myst_enable_extensions = [
     "html_admonition",
+    "colon_fence",
 ]
diff --git a/docs/index.md b/docs/index.md
index 24f4469..7ff5bcf 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -23,6 +23,7 @@ we'd kindly ask you to abide by our [code of conduct](./coc.md).
 If you'd like to learn more about the project,
 please see the [README](./readme.md).
 For information about the source code,
+including the CLI and IPython/Jupyter Magic,
 please see the [documentation](./pyprql.md).
 If testing is your passion,
 take a peek at [testing](./tests.md).
diff --git a/docs/magic.md b/docs/magic.md
new file mode 100644
index 0000000..9fc546e
--- /dev/null
+++ b/docs/magic.md
@@ -0,0 +1,15 @@
+# IPython and Jupyter Magic
+
+For a "how-to" and usage instructions,
+please see our [magic README](./magic_readme.md).
+Documentation on extension loading [lives here](./magic_init.md),
+while documentation on the magic class implementation [lives here](./magic_implement.md).
+
+```{toctree}
+:hidden:
+:maxdepth: 3
+
+magic_readme
+magic_init
+magic_implement
+```
diff --git a/docs/magic_implement.md b/docs/magic_implement.md
new file mode 100644
index 0000000..fa5cb53
--- /dev/null
+++ b/docs/magic_implement.md
@@ -0,0 +1,7 @@
+# The PyPRQL Magic Implementation
+
+```{eval-rst}
+.. automodule:: pyprql.magic.prql
+   :members:
+   :private-members:
+```
diff --git a/docs/magic_init.md b/docs/magic_init.md
new file mode 100644
index 0000000..3f8d002
--- /dev/null
+++ b/docs/magic_init.md
@@ -0,0 +1,7 @@
+# Loading PyPRQL Magic
+
+```{eval-rst}
+.. automodule:: pyprql.magic
+   :members:
+   :private-members:
+```
diff --git a/docs/magic_readme.md b/docs/magic_readme.md
new file mode 100644
index 0000000..84d3515
--- /dev/null
+++ b/docs/magic_readme.md
@@ -0,0 +1,2 @@
+```{include} ../pyprql/magic/README.md
+```
diff --git a/docs/pyprql.md b/docs/pyprql.md
index c2a1494..b0dc8f8 100644
--- a/docs/pyprql.md
+++ b/docs/pyprql.md
@@ -1,14 +1,19 @@
+# Source Code
+
 Currently, the source code is divided as follows:
 
 - `cli` module contains the command line interface logic.
-  See [cli](./cli.md).
+  See [Command Line Interface](./cli.md).
+- `magic` module that implements the PRQL IPython/Jupyer magic.
+  See [IPython and Jupyter Magic](./magic.md).
 - `assets` sub-package that contains a number of useful references.
-  See [assets](./assets.md).
+  See [Assets](./assets.md).
 
 ```{toctree}
 :hidden:
 :maxdepth: 3
 
 cli
+magic
 assets
 ```
diff --git a/docs/requirements.txt b/docs/requirements.txt
index d8d4b87..45c8f57 100644
--- a/docs/requirements.txt
+++ b/docs/requirements.txt
@@ -1,14 +1,18 @@
-icecream==2.1.1
-rich==12.2.0
-click==8.1.2
-prompt-toolkit==3.0.2
-Pygments==2.11.2
+icecream==2.1.2
+rich==12.4.1
+click==8.1.3
+prompt-toolkit==3.0.29
+Pygments==2.12.0
 fuzzyfinder==2.1.0
-SQLAlchemy==1.4.35
+SQLAlchemy==1.4.36
 pandas==1.4.2
 numpy==1.22.3
+prql_python==0.0.2
+ipython==7.33.0
+ipython-sql==0.4.0
+duckdb-engine==0.1.8
+traitlets==5.2.1.post0
 sphinx==4.3.2
 sphinx-rtd-theme==1.0.0
-myst-parser==0.17.0
-pytest==7.1.1
-prql_python==0.0.2
+myst-parser==0.17.2
+pytest==7.1.2
diff --git a/noxfile.py b/noxfile.py
index cc84e20..88b68e4 100644
--- a/noxfile.py
+++ b/noxfile.py
@@ -38,7 +38,7 @@ def constrained_install(session: Session, *args: str, **kwargs: Any) -> None:
     os.remove("requirements.txt")
 
 
-@nox.session(python="3.8")
+@nox.session(python="3.10")
 def form(session: Session) -> None:
     """Format code with isort and black."""
     args = session.posargs or LOCATIONS
diff --git a/poetry.lock b/poetry.lock
index 06d2d9f..4f47c50 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -6,6 +6,14 @@ category = "dev"
 optional = false
 python-versions = "*"
 
+[[package]]
+name = "appnope"
+version = "0.1.3"
+description = "Disable App Nap on macOS >= 10.9"
+category = "main"
+optional = false
+python-versions = "*"
+
 [[package]]
 name = "argcomplete"
 version = "1.12.3"
@@ -67,6 +75,14 @@ python-versions = ">=3.6"
 [package.dependencies]
 pytz = ">=2015.7"
 
+[[package]]
+name = "backcall"
+version = "0.2.0"
+description = "Specifications for callback functions passed in to an API"
+category = "main"
+optional = false
+python-versions = "*"
+
 [[package]]
 name = "black"
 version = "22.3.0"
@@ -153,7 +169,7 @@ development = ["black", "flake8", "mypy", "pytest", "types-colorama"]
 
 [[package]]
 name = "commitizen"
-version = "2.24.0"
+version = "2.27.0"
 description = "Python commitizen client tool"
 category = "dev"
 optional = false
@@ -184,7 +200,7 @@ test = ["flake8 (==3.7.8)", "hypothesis (==3.55.3)"]
 
 [[package]]
 name = "coverage"
-version = "6.3.2"
+version = "6.3.3"
 description = "Code coverage measurement for Python"
 category = "dev"
 optional = false
@@ -212,6 +228,14 @@ category = "dev"
 optional = false
 python-versions = ">=3.6"
 
+[[package]]
+name = "decorator"
+version = "5.1.1"
+description = "Decorators for Humans"
+category = "main"
+optional = false
+python-versions = ">=3.5"
+
 [[package]]
 name = "distlib"
 version = "0.3.4"
@@ -244,6 +268,29 @@ toml = "*"
 [package.extras]
 pipenv = ["pipenv"]
 
+[[package]]
+name = "duckdb"
+version = "0.3.4"
+description = "DuckDB embedded database"
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+numpy = ">=1.14"
+
+[[package]]
+name = "duckdb-engine"
+version = "0.1.8"
+description = ""
+category = "main"
+optional = false
+python-versions = ">=3.6.1"
+
+[package.dependencies]
+duckdb = ">=0.2.8"
+sqlalchemy = ">=1.3.19,<2.0.0"
+
 [[package]]
 name = "execnet"
 version = "1.9.0"
@@ -265,7 +312,7 @@ python-versions = "*"
 
 [[package]]
 name = "filelock"
-version = "3.6.0"
+version = "3.7.0"
 description = "A platform independent file lock."
 category = "dev"
 optional = false
@@ -417,6 +464,97 @@ category = "dev"
 optional = false
 python-versions = "*"
 
+[[package]]
+name = "ipython"
+version = "7.33.0"
+description = "IPython: Productive Interactive Computing"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+appnope = {version = "*", markers = "sys_platform == \"darwin\""}
+backcall = "*"
+colorama = {version = "*", markers = "sys_platform == \"win32\""}
+decorator = "*"
+jedi = ">=0.16"
+matplotlib-inline = "*"
+pexpect = {version = ">4.3", markers = "sys_platform != \"win32\""}
+pickleshare = "*"
+prompt-toolkit = ">=2.0.0,<3.0.0 || >3.0.0,<3.0.1 || >3.0.1,<3.1.0"
+pygments = "*"
+traitlets = ">=4.2"
+
+[package.extras]
+all = ["Sphinx (>=1.3)", "ipykernel", "ipyparallel", "ipywidgets", "nbconvert", "nbformat", "nose (>=0.10.1)", "notebook", "numpy (>=1.17)", "pygments", "qtconsole", "requests", "testpath"]
+doc = ["Sphinx (>=1.3)"]
+kernel = ["ipykernel"]
+nbconvert = ["nbconvert"]
+nbformat = ["nbformat"]
+notebook = ["notebook", "ipywidgets"]
+parallel = ["ipyparallel"]
+qtconsole = ["qtconsole"]
+test = ["nose (>=0.10.1)", "requests", "testpath", "pygments", "nbformat", "ipykernel", "numpy (>=1.17)"]
+
+[[package]]
+name = "ipython"
+version = "8.3.0"
+description = "IPython: Productive Interactive Computing"
+category = "main"
+optional = false
+python-versions = ">=3.8"
+
+[package.dependencies]
+appnope = {version = "*", markers = "sys_platform == \"darwin\""}
+backcall = "*"
+colorama = {version = "*", markers = "sys_platform == \"win32\""}
+decorator = "*"
+jedi = ">=0.16"
+matplotlib-inline = "*"
+pexpect = {version = ">4.3", markers = "sys_platform != \"win32\""}
+pickleshare = "*"
+prompt-toolkit = ">=2.0.0,<3.0.0 || >3.0.0,<3.0.1 || >3.0.1,<3.1.0"
+pygments = ">=2.4.0"
+stack-data = "*"
+traitlets = ">=5"
+
+[package.extras]
+all = ["black", "Sphinx (>=1.3)", "ipykernel", "nbconvert", "nbformat", "ipywidgets", "notebook", "ipyparallel", "qtconsole", "pytest (<7.1)", "pytest-asyncio", "testpath", "curio", "matplotlib (!=3.2.0)", "numpy (>=1.19)", "pandas", "trio"]
+black = ["black"]
+doc = ["Sphinx (>=1.3)"]
+kernel = ["ipykernel"]
+nbconvert = ["nbconvert"]
+nbformat = ["nbformat"]
+notebook = ["ipywidgets", "notebook"]
+parallel = ["ipyparallel"]
+qtconsole = ["qtconsole"]
+test = ["pytest (<7.1)", "pytest-asyncio", "testpath"]
+test_extra = ["pytest (<7.1)", "pytest-asyncio", "testpath", "curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.19)", "pandas", "trio"]
+
+[[package]]
+name = "ipython-genutils"
+version = "0.2.0"
+description = "Vestigial utilities from IPython"
+category = "main"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "ipython-sql"
+version = "0.4.0"
+description = "RDBMS access via IPython"
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+ipython = ">=1.0"
+ipython-genutils = ">=0.1.0"
+prettytable = "<1"
+six = "*"
+sqlalchemy = ">=0.6.7"
+sqlparse = "*"
+
 [[package]]
 name = "isort"
 version = "5.10.1"
@@ -431,6 +569,21 @@ requirements_deprecated_finder = ["pipreqs", "pip-api"]
 colors = ["colorama (>=0.4.3,<0.5.0)"]
 plugins = ["setuptools"]
 
+[[package]]
+name = "jedi"
+version = "0.18.1"
+description = "An autocompletion tool for Python that can be used for text editors."
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+parso = ">=0.8.0,<0.9.0"
+
+[package.extras]
+qa = ["flake8 (==3.8.3)", "mypy (==0.782)"]
+testing = ["Django (<3.1)", "colorama", "docopt", "pytest (<7.0.0)"]
+
 [[package]]
 name = "jinja2"
 version = "3.1.2"
@@ -475,6 +628,17 @@ category = "dev"
 optional = false
 python-versions = ">=3.7"
 
+[[package]]
+name = "matplotlib-inline"
+version = "0.1.3"
+description = "Inline Matplotlib backend for Jupyter"
+category = "main"
+optional = false
+python-versions = ">=3.5"
+
+[package.dependencies]
+traitlets = "*"
+
 [[package]]
 name = "mccabe"
 version = "0.6.1"
@@ -652,6 +816,18 @@ pytz = ">=2020.1"
 [package.extras]
 test = ["hypothesis (>=5.5.3)", "pytest (>=6.0)", "pytest-xdist (>=1.31)"]
 
+[[package]]
+name = "parso"
+version = "0.8.3"
+description = "A Python Parser"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.extras]
+qa = ["flake8 (==3.8.3)", "mypy (==0.782)"]
+testing = ["docopt", "pytest (<6.0.0)"]
+
 [[package]]
 name = "pathspec"
 version = "0.9.0"
@@ -660,6 +836,25 @@ category = "dev"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
 
+[[package]]
+name = "pexpect"
+version = "4.8.0"
+description = "Pexpect allows easy control of interactive console applications."
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+ptyprocess = ">=0.5"
+
+[[package]]
+name = "pickleshare"
+version = "0.7.5"
+description = "Tiny 'shelve'-like database with concurrency support"
+category = "main"
+optional = false
+python-versions = "*"
+
 [[package]]
 name = "platformdirs"
 version = "2.5.2"
@@ -697,7 +892,7 @@ python-versions = "*"
 
 [[package]]
 name = "pre-commit"
-version = "2.18.1"
+version = "2.19.0"
 description = "A framework for managing and maintaining multi-language pre-commit hooks."
 category = "dev"
 optional = false
@@ -712,6 +907,14 @@ pyyaml = ">=5.1"
 toml = "*"
 virtualenv = ">=20.0.8"
 
+[[package]]
+name = "prettytable"
+version = "0.7.2"
+description = "A simple Python library for easily displaying tabular data in a visually appealing ASCII table format."
+category = "main"
+optional = false
+python-versions = "*"
+
 [[package]]
 name = "prompt-toolkit"
 version = "3.0.29"
@@ -731,6 +934,25 @@ category = "main"
 optional = false
 python-versions = ">=3.6"
 
+[[package]]
+name = "ptyprocess"
+version = "0.7.0"
+description = "Run a subprocess in a pseudo terminal"
+category = "main"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "pure-eval"
+version = "0.2.2"
+description = "Safely evaluate AST nodes without side effects"
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.extras]
+tests = ["pytest"]
+
 [[package]]
 name = "py"
 version = "1.11.0"
@@ -779,7 +1001,7 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "pyparsing"
-version = "3.0.8"
+version = "3.0.9"
 description = "pyparsing module - Classes and methods to define and execute parsing grammars"
 category = "dev"
 optional = false
@@ -942,7 +1164,7 @@ use_chardet_on_py3 = ["chardet (>=3.0.2,<5)"]
 
 [[package]]
 name = "rich"
-version = "12.3.0"
+version = "12.4.1"
 description = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal"
 category = "main"
 optional = false
@@ -1136,6 +1358,30 @@ postgresql_psycopg2cffi = ["psycopg2cffi"]
 pymysql = ["pymysql (<1)", "pymysql"]
 sqlcipher = ["sqlcipher3-binary"]
 
+[[package]]
+name = "sqlparse"
+version = "0.4.2"
+description = "A non-validating SQL parser."
+category = "main"
+optional = false
+python-versions = ">=3.5"
+
+[[package]]
+name = "stack-data"
+version = "0.2.0"
+description = "Extract data from python stack frames and tracebacks for informative displays"
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+asttokens = "*"
+executing = "*"
+pure-eval = "*"
+
+[package.extras]
+tests = ["pytest", "typeguard", "pygments", "littleutils", "cython"]
+
 [[package]]
 name = "termcolor"
 version = "1.1.0"
@@ -1168,6 +1414,17 @@ category = "dev"
 optional = false
 python-versions = ">=3.6,<4.0"
 
+[[package]]
+name = "traitlets"
+version = "5.2.1.post0"
+description = ""
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.extras]
+test = ["pre-commit", "pytest"]
+
 [[package]]
 name = "typed-ast"
 version = "1.5.3"
@@ -1257,13 +1514,17 @@ testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-
 [metadata]
 lock-version = "1.1"
 python-versions = "^3.7.1"
-content-hash = "1074cdf39dbd671061b90ba381fe600072705a323efeb474b1b4ab2f36d5caf1"
+content-hash = "c8cc6c8ca5f619b4f3bb4a15def507d56c6148d431596ab02a29d4c702106d75"
 
 [metadata.files]
 alabaster = [
     {file = "alabaster-0.7.12-py2.py3-none-any.whl", hash = "sha256:446438bdcca0e05bd45ea2de1668c1d9b032e1a9154c2c259092d77031ddd359"},
     {file = "alabaster-0.7.12.tar.gz", hash = "sha256:a661d72d58e6ea8a57f7a86e37d86716863ee5e92788398526d58b26a4e4dc02"},
 ]
+appnope = [
+    {file = "appnope-0.1.3-py2.py3-none-any.whl", hash = "sha256:265a455292d0bd8a72453494fa24df5a11eb18373a60c7c0430889f22548605e"},
+    {file = "appnope-0.1.3.tar.gz", hash = "sha256:02bd91c4de869fbb1e1c50aafc4098827a7a54ab2f39d9dcba6c9547ed920e24"},
+]
 argcomplete = [
     {file = "argcomplete-1.12.3-py2.py3-none-any.whl", hash = "sha256:291f0beca7fd49ce285d2f10e4c1c77e9460cf823eef2de54df0c0fec88b0d81"},
     {file = "argcomplete-1.12.3.tar.gz", hash = "sha256:2c7dbffd8c045ea534921e63b0be6fe65e88599990d8dc408ac8c542b72a5445"},
@@ -1284,6 +1545,10 @@ babel = [
     {file = "Babel-2.10.1-py3-none-any.whl", hash = "sha256:3f349e85ad3154559ac4930c3918247d319f21910d5ce4b25d439ed8693b98d2"},
     {file = "Babel-2.10.1.tar.gz", hash = "sha256:98aeaca086133efb3e1e2aad0396987490c8425929ddbcfe0550184fdc54cd13"},
 ]
+backcall = [
+    {file = "backcall-0.2.0-py2.py3-none-any.whl", hash = "sha256:fbbce6a29f263178a1f7915c1940bde0ec2b2a967566fe1c65c1dfb7422bd255"},
+    {file = "backcall-0.2.0.tar.gz", hash = "sha256:5cbdbf27be5e7cfadb448baf0aa95508f91f2bbc6c6437cd9cd06e2a4c215e1e"},
+]
 black = [
     {file = "black-22.3.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:2497f9c2386572e28921fa8bec7be3e51de6801f7459dffd6e62492531c47e09"},
     {file = "black-22.3.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:5795a0375eb87bfe902e80e0c8cfaedf8af4d49694d69161e5bd3206c18618bb"},
@@ -1334,55 +1599,55 @@ colorlog = [
     {file = "colorlog-6.6.0.tar.gz", hash = "sha256:344f73204009e4c83c5b6beb00b3c45dc70fcdae3c80db919e0a4171d006fde8"},
 ]
 commitizen = [
-    {file = "commitizen-2.24.0-py3-none-any.whl", hash = "sha256:08901b176eac6a224761d613b58fb8b19bc7d00a49282a4d4bc39e3bdb3afb50"},
-    {file = "commitizen-2.24.0.tar.gz", hash = "sha256:c867c26a394b255a93a8a225dae793dd361b25160be39015d2aa75d730728295"},
+    {file = "commitizen-2.27.0-py3-none-any.whl", hash = "sha256:846d8caf903499d3bf48a834cdc95dad48cd7e91a62717c4649f879e248348ae"},
+    {file = "commitizen-2.27.0.tar.gz", hash = "sha256:ef18cfbf68df38b313f63ede2532dbbc62800030539544f4876a829897abd86c"},
 ]
 commonmark = [
     {file = "commonmark-0.9.1-py2.py3-none-any.whl", hash = "sha256:da2f38c92590f83de410ba1a3cbceafbc74fee9def35f9251ba9a971d6d66fd9"},
     {file = "commonmark-0.9.1.tar.gz", hash = "sha256:452f9dc859be7f06631ddcb328b6919c67984aca654e5fefb3914d54691aed60"},
 ]
 coverage = [
-    {file = "coverage-6.3.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:9b27d894748475fa858f9597c0ee1d4829f44683f3813633aaf94b19cb5453cf"},
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+    {file = "pyparsing-3.0.9.tar.gz", hash = "sha256:2b020ecf7d21b687f219b71ecad3631f644a47f01403fa1d1036b0c6416d70fb"},
 ]
 pytest = [
     {file = "pytest-7.1.2-py3-none-any.whl", hash = "sha256:13d0e3ccfc2b6e26be000cb6568c832ba67ba32e719443bfe725814d3c42433c"},
@@ -1858,8 +2219,8 @@ requests = [
     {file = "requests-2.27.1.tar.gz", hash = "sha256:68d7c56fd5a8999887728ef304a6d12edc7be74f1cfa47714fc8b414525c9a61"},
 ]
 rich = [
-    {file = "rich-12.3.0-py3-none-any.whl", hash = "sha256:0eb63013630c6ee1237e0e395d51cb23513de6b5531235e33889e8842bdf3a6f"},
-    {file = "rich-12.3.0.tar.gz", hash = "sha256:7e8700cda776337036a712ff0495b04052fb5f957c7dfb8df997f88350044b64"},
+    {file = "rich-12.4.1-py3-none-any.whl", hash = "sha256:d13c6c90c42e24eb7ce660db397e8c398edd58acb7f92a2a88a95572b838aaa4"},
+    {file = "rich-12.4.1.tar.gz", hash = "sha256:d239001c0fb7de985e21ec9a4bb542b5150350330bbc1849f835b9cbc8923b91"},
 ]
 safety = [
     {file = "safety-1.10.3-py2.py3-none-any.whl", hash = "sha256:5f802ad5df5614f9622d8d71fedec2757099705c2356f862847c58c6dfe13e84"},
@@ -1943,6 +2304,14 @@ sqlalchemy = [
     {file = "SQLAlchemy-1.4.36-cp39-cp39-win_amd64.whl", hash = "sha256:cb441ca461bf97d00877b607f132772644b623518b39ced54da433215adce691"},
     {file = "SQLAlchemy-1.4.36.tar.gz", hash = "sha256:64678ac321d64a45901ef2e24725ec5e783f1f4a588305e196431447e7ace243"},
 ]
+sqlparse = [
+    {file = "sqlparse-0.4.2-py3-none-any.whl", hash = "sha256:48719e356bb8b42991bdbb1e8b83223757b93789c00910a616a071910ca4a64d"},
+    {file = "sqlparse-0.4.2.tar.gz", hash = "sha256:0c00730c74263a94e5a9919ade150dfc3b19c574389985446148402998287dae"},
+]
+stack-data = [
+    {file = "stack_data-0.2.0-py3-none-any.whl", hash = "sha256:999762f9c3132308789affa03e9271bbbe947bf78311851f4d485d8402ed858e"},
+    {file = "stack_data-0.2.0.tar.gz", hash = "sha256:45692d41bd633a9503a5195552df22b583caf16f0b27c4e58c98d88c8b648e12"},
+]
 termcolor = [
     {file = "termcolor-1.1.0.tar.gz", hash = "sha256:1d6d69ce66211143803fbc56652b41d73b4a400a2891d7bf7a1cdf4c02de613b"},
 ]
@@ -1958,6 +2327,10 @@ tomlkit = [
     {file = "tomlkit-0.10.2-py3-none-any.whl", hash = "sha256:905cf92c2111ef80d355708f47ac24ad1b6fc2adc5107455940088c9bbecaedb"},
     {file = "tomlkit-0.10.2.tar.gz", hash = "sha256:30d54c0b914e595f3d10a87888599eab5321a2a69abc773bbefff51599b72db6"},
 ]
+traitlets = [
+    {file = "traitlets-5.2.1.post0-py3-none-any.whl", hash = "sha256:f44b708d33d98b0addb40c29d148a761f44af740603a8fd0e2f8b5b27cf0f087"},
+    {file = "traitlets-5.2.1.post0.tar.gz", hash = "sha256:70815ecb20ec619d1af28910ade523383be13754283aef90528eb3d47b77c5db"},
+]
 typed-ast = [
     {file = "typed_ast-1.5.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:9ad3b48cf2b487be140072fb86feff36801487d4abb7382bb1929aaac80638ea"},
     {file = "typed_ast-1.5.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:542cd732351ba8235f20faa0fc7398946fe1a57f2cdb289e5497e1e7f48cfedb"},
diff --git a/pyproject.toml b/pyproject.toml
index b67c47b..1857d3c 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -36,6 +36,13 @@ numpy = [
     {version = "^1.22.3", python = "^3.8"}
 ]
 prql-python = "^0"
+ipython = [
+    {version = "~7.33.0", python = "~3.7.1"},
+    {version = "^8.0", python = "^3.8"}
+]
+ipython-sql = "^0.4.0"
+duckdb-engine = "^0.1.8"
+traitlets = "^5.2.0"
 
 [tool.poetry.dev-dependencies]
 pytest = "^7.0.1"
diff --git a/pyprql/magic/README.md b/pyprql/magic/README.md
new file mode 100644
index 0000000..9752878
--- /dev/null
+++ b/pyprql/magic/README.md
@@ -0,0 +1,196 @@
+# Using the IPython and Jupyter Magic
+
+Work with pandas and PRQL in an IPython terminal or Jupyter notebook.
+
+## Implementation
+
+This is a thin wrapper around the fantastic
+[IPython-sql][ipysql] magic.
+Roughly speaking,
+all we do is parse PRQL to SQL and pass that through to `ipython-sql`.
+A full documentation of the supported features is available at their
+[repository][ipysql].
+Here,
+we document those places where we differ from them,
+plus those features we think you are mostly likely to find useful.
+
+## Usage
+
+### Installation
+
+If you have already installed PyPRQL into your environment,
+then you should be could to go!
+We bundle in `IPython` and `pandas`,
+though you'll need to install `Jupyter` separately.
+If you haven't installed PyPRQL,
+that's as simple as:
+
+```shell
+pip install pyprql
+```
+
+### Set Up
+
+Open up either an `IPython` terminal or `Jupyter` notebook.
+First,
+we need to load the extension and connect to a database.
+
+```python
+In [1]: %load_ext pyprql.magic
+
+In [2]: %prql duckdb:///:memory:
+
+```
+
+When connecting to a database,
+pass the connection string as an argument to the line magic `%prql`.
+The connection string needs to be in [SQLAlchemy format][conn_str],
+so any connection supported by `SQLAlchemy` is supported by the magic.
+Additional connection parameters can be passed as a dictionary using the `--connection_arguments`
+flag to the the `%prql` line magic.
+We ship with the necessary extensions to use [DuckDB][duckdb]
+as the backend,
+and here connect to an in-memory database.
+
+However,
+in-memory databases start off empty!
+So,
+we need to add some data.
+This is where [pandas][pandas]
+comes into play.
+We can easily add a dataframe to the `DuckDB` database like so:
+
+```python
+In [3]: %prql --persist data
+
+```
+
+where data is a pandas dataframe we have already loaded.
+This adds a table named `data` to the in-memory `DuckDB` instance.
+If you connect to an existing SQL database,
+then all the tables normally there will be accessible.
+
+One thing we don't support that `IPython-SQL` does is passing a PRQL query directly to a line magic.
+That is to say,
+the following will **not** work:
+
+```python
+In [4]: %prql from data | select freq
+
+```
+
+This mainly to work around some parsing challenges,
+and it may be added as a feature in a future release.
+
+:::{Warning}
+This is one area where we differ from `IPython-sql`.
+PRQL queries can only be made from a cell magic.
+:::
+
+
+### Usage
+
+Now,
+let's do a query!
+By default,
+`PRQLMagic` always returns the results as dataframe,
+and always prints the results.
+The results of the previous query are accessible in the `_` variable.
+
+```python
+In [4]: %%prql
+from data
+filter freq > 100
+select [ food_name ]
+
+Done.
+Returning data to local variable _
+       food_name
+0        Abalone
+1  Savoy cabbage
+2           Kiwi
+3       Angelica
+```
+
+If you want to,
+you can capture the results into a different variable like so:
+
+```python
+In [5]: %%prql results <<
+from data
+filter freq > 100
+select [ food_name ]
+
+Done.
+Returning data to local variable results
+       food_name
+0        Abalone
+1  Savoy cabbage
+2           Kiwi
+3       Angelica
+```
+
+Now,
+the output of the query is saved to `results`.
+
+## Configuration
+
+We strive to provide sane defaults;
+however,
+should you need to change settings,
+a list of settings is available using the `%config` line magic.
+
+```python
+In [6]: %config PRQLMagic
+PRQLMagic(SqlMagic) options
+-------------------------
+PRQLMagic.autocommit=<Bool>
+    Set autocommit mode
+    Current: True
+PRQLMagic.autolimit=<Int>
+    Automatically limit the size of the returned result sets
+    Current: 0
+PRQLMagic.autopandas=<Bool>
+    Return Pandas DataFrames instead of regular result sets
+    Current: True
+PRQLMagic.autoview=<Bool>
+    Display results
+    Current: True
+PRQLMagic.column_local_vars=<Bool>
+    Return data into local variables from column names
+    Current: False
+PRQLMagic.displaycon=<Bool>
+    Show connection string after execute
+    Current: False
+PRQLMagic.displaylimit=<Int>
+    Automatically limit the number of rows displayed (full result set is still
+    stored)
+    Current: None
+PRQLMagic.dsn_filename=<Unicode>
+    Path to DSN file. When the first argument is of the form [section], a
+    sqlalchemy connection string is formed from the matching section in the DSN
+    file.
+    Current: 'odbc.ini'
+PRQLMagic.feedback=<Bool>
+    Print number of rows affected by DML
+    Current: True
+PRQLMagic.short_errors=<Bool>
+    Don't display the full traceback on SQL Programming Error
+    Current: True
+PRQLMagic.style=<Unicode>
+    Set the table printing style to any of prettytable's defined styles
+    (currently DEFAULT, MSWORD_FRIENDLY, PLAIN_COLUMNS, RANDOM)
+    Current: 'DEFAULT'
+```
+
+If you want to change any of these,
+you can do that with the `%config` line magic as well.
+
+```python
+In [7]: %config PRQLMagic.autoview = False
+```
+
+[ipysql]: https://github.com/catherinedevlin/ipython-sql
+[conn_str]: https://docs.sqlalchemy.org/en/14/core/engines.html#database-urls
+[duckdb]: https://duckdb.org
+[pandas]: https://pandas.pydata.org
diff --git a/pyprql/magic/__init__.py b/pyprql/magic/__init__.py
new file mode 100644
index 0000000..e742d55
--- /dev/null
+++ b/pyprql/magic/__init__.py
@@ -0,0 +1,31 @@
+# -*- coding: utf-8 -*-
+"""IPython/Jupyter magic for PyPRQL.
+
+Examples
+--------
+A single function is defined herein.
+It should **_never_** be used directly by the user.
+Rather,
+any users should load the magic using the IPython line magic,
+like below:
+
+    In [1]: %load_ext pyprql.magic
+
+"""
+from IPython import InteractiveShell
+
+from .prql import PRQLMagic
+
+
+def load_ipython_extension(ipython: InteractiveShell) -> None:
+    """Load the ``pyprql.magic`` extension.
+
+    This function is called automatically by ``IPython`` when
+    the magic is loaded using ``%load_ext``.
+
+    Parameters
+    ----------
+    ipython: InteractiveShell
+        The current IPython instance.
+    """
+    ipython.register_magics(PRQLMagic)
diff --git a/pyprql/magic/prql.py b/pyprql/magic/prql.py
new file mode 100644
index 0000000..40a8546
--- /dev/null
+++ b/pyprql/magic/prql.py
@@ -0,0 +1,91 @@
+# -*- coding: utf-8 -*-
+"""A magic class for parsing PRQL in IPython or Jupyter."""
+from typing import Dict
+
+from IPython import InteractiveShell
+from IPython.core.magic import cell_magic, line_magic, magics_class, needs_local_scope
+from prql_python import to_sql
+from sql.magic import SqlMagic
+from traitlets import Bool
+
+
+@magics_class
+class PRQLMagic(SqlMagic):
+    """Perform PRQL magics.
+
+    This is a thin wrapper around ``sql.SqlMagic``,
+    the class that provides the ``%%sql`` magic.
+    For full documentation on usage and features,
+    please see their `docs <https://github.com/catherinedevlin/ipython-sql>`_.
+
+    We override their defaults in two cases:
+
+    1. autopandas is set to ``True``.
+    1. displaycon is set to ``False``.
+
+    Additionally,
+    to work around some quirky behaviour,
+    we also provide an ``autoview`` option to indicate
+    whether results should be printed to the window.
+
+    Parameters
+    ----------
+    shell : InteractiveShell
+        The current IPython shell instance.
+        Since instantiation is handled by IPython,
+        the user should never need to create this clas manually.
+    """
+
+    displaycon = Bool(False, config=True, help="Show connection string after execute")
+    autopandas = Bool(
+        True,
+        config=True,
+        help="Return Pandas DataFrames instead of regular result sets",
+    )
+    autoview = Bool(True, config=True, help="Display results")
+
+    def __init__(self, shell: InteractiveShell) -> None:
+        super().__init__(shell)
+
+    @needs_local_scope
+    @line_magic
+    @cell_magic
+    def prql(self, line: str = "", cell: str = "", local_ns: Dict = {}) -> None:
+        """Create the PRQL magic.
+
+        To handle parsing to PRQL,
+        there is one limitation relative to the `original <https://github.com/catherinedevlin/ipython-sql>`_
+        ``%%sql`` magic. Namely,
+        line magics can only be used to pass connection strings and arguments.
+        To figure out whether the ``line`` argument contained PRQL or not
+        required heavy parsing followed by recosntruction of the input to pass
+        on to the ``%sql`` magic we are wrapping.
+
+        Parameters
+        ----------
+        line : str
+            The magic's line contents.
+        cell : str
+            The magic's cell contents.
+        local_ns : Dict
+            The variables local to the running IPython shell.
+        """
+        # If cell is occupied, it must be parsed to SQL
+        if cell:
+            cell = to_sql(cell)
+
+        # If cell is occupied and line is empty,
+        # we artificially populate line to ensure a return value.
+        if cell and not line:
+            line = "_ <<"
+
+        super().execute(line=line, cell=cell, local_ns=local_ns)
+
+        # If results should be printed,
+        # check line for the results name.
+        # Default to `_`.
+        if self.autoview:
+            if "<<" in line:
+                print(local_ns[line.split()[0]])
+            else:
+                print(local_ns["_"])