Practical articles on AI, Data Engineering, Metadata-Driven Development, Snowflake, Enterprise Architecture, and Modern Data Platforms.
Real-world engineering lessons, technical deep dives, and implementation guides by Amit Singh · 18 articles published
Showing 4 articles tagged #Data Governance
A practical walkthrough for ingesting P&C claim documents into a Bronze-Silver-Gold lakehouse using Databricks ai_parse_document and ai_extract 2.1, with deterministic validation and a human-review step before data reaches Gold.
Databricks' 23,000+ table Industry Data Models show how GenAI, metadata, deterministic validation, Unity Catalog and human governance could reshape enterprise data architecture.
A practical pattern for moving from source-to-target mappings and business definitions to a semantic Customer 360 model that business users can query safely.
Legacy ETL modernization is more than a code conversion exercise. Translating Informatica PowerCenter mappings to Snowflake SQL requires preserving transformation intent, surfacing hidden assumptions, and ensuring human approval before any artifact is released.