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🧠 About This Organization

Org-EthereaLogic.ai is the open-source home of the Enterprise Data Trust portfolio — a suite of Databricks-native data quality and governance controls built for Medallion Architectures. Every repository runs on Databricks Free Edition, every claim is backed by passing tests, and every control pattern is production-reproducible.

"Is your data pipeline trustworthy — or just running without errors?"


🚀 The Enterprise Data Trust Portfolio

Chapter Repository Description Tests
Ch 1 Trusted Source Intake Certifies every record before downstream consumption. 7 contract checks, replay detection, schema drift handling, and quarantine with explicit reasons. 56
Ch 2 Silent Failure Prevention Detects when business columns collapse despite healthy schema and row counts. Distribution stability scoring, 6 publication gates, blocked Gold refresh on degradation. 50
Ch 3 Measurable Control Effectiveness Scores data controls against known failure scenarios with precision, recall, and ground truth. Perfect recall where industry baselines missed injected drift. 37
Ch 4 DriftSentinel Unified platform — intake certification, drift gating, and control benchmarking in a single governed pipeline. Operator dashboard included. 355+
Ch 5 AetheriaForge Coherence-scored transformation engine — entity resolution, temporal reconciliation, and schema enforcement with append-only evidence. Published on PyPI. 251

Chapters 4 and 5 are full Databricks-deployable applications with operator dashboards, Asset Bundle deployment, and PyPI packages.


🛠 Tech Stack

Core Platform

Databricks Apache Spark Python PySpark

Data Quality & Governance

Unity Catalog Delta Lake Medallion Architecture

CI/CD & Code Quality

GitHub Actions Codacy Codecov Snyk pytest

Infrastructure

Gradio Docker Databricks Asset Bundles


🏆 Portfolio Highlights

🛡️ Data Trust 🧪 Test-Driven 🔓 Open Source 📊 Production-Ready
Every control pattern is evidence-backed 749+ passing tests across 5 repos All repos run on Databricks Free Edition Operator dashboards, CI/CD, and security scanning

📬 Contact


All repositories are open source and reproducible. ⭐ Star them if you find them useful — it helps others in the community find them too.

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  1. DriftSentinel DriftSentinel Public

    Databricks-native data trust pipeline — intake certification, drift gating, and control benchmarking in a single deployable product.

    Python 2

  2. measurable-control-effectiveness measurable-control-effectiveness Public

    A reproducible benchmark that scores data controls against known failure scenarios with precision, recall, and ground truth. Custom approach achieved perfect recall; industry baselines missed injec…

    Python

  3. silent-failure-prevention silent-failure-prevention Public

    A release control that detects when business columns collapse despite healthy schema and row counts. Distribution stability scoring, 6 publication gates, and blocked Gold refresh when the health sc…

    Python

  4. AetheriaForge AetheriaForge Public

    EthereaLogic Databricks Suite — Intelligent Data Transformation Engine

    Python 1

  5. trusted-source-intake trusted-source-intake Public

    A Databricks control pattern that certifies every record before downstream consumption. 7 contract checks, replay detection, schema drift handling, and quarantine with explicit reasons. 56 passing …

    Python

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