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Illustration of documents feeding a vector index that powers an AI answer, for enterprise RAG on Azu
By Sree Hari Subhash • September 28, 2026
How to build production-grade retrieval-augmented generation (RAG) on Azure and Databricks: data preparation, retrieval, security, evaluation, and operations.
Illustration of a data trend line rising toward a decision target, for turning data science into bus
By Sree Hari Subhash • September 27, 2026
A practical framework for enterprise data science: start with the decision, build trustworthy features, validate rigorously, and embed predictions where people work.
Illustration of stacked bronze, silver, and gold data layers, for a medallion lakehouse on Azure Dat
By Sree Hari Subhash • September 27, 2026
A practical enterprise blueprint for bronze, silver, and gold layers on Azure Databricks with Delta Lake, Lakeflow, and Unity Catalog governance.
Illustration of the MLflow model lifecycle loop of train, register, deploy, and monitor, for enterpr
By Sree Hari Subhash • September 27, 2026
An enterprise MLOps playbook on Azure Databricks: MLflow 3 tracking, Unity Catalog model governance, Model Serving, CI/CD, and production monitoring.
Illustration of a data pipeline with seven numbered checkpoints, for practices that keep data pipeli
By Sree Hari Subhash • September 27, 2026
Seven proven data engineering practices for reliable Azure and Databricks pipelines: incremental loads, data contracts, quality checks, orchestration, CI/CD, observability, and cost control.