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Beyond demos, notebooks and hype

Showing posts for Tutorials. Longer essays and technical guides on MLOps, data engineering, AI architecture, Azure and the platform concerns that tend to show up after the model finally works.

All MLOps Data Engineering Data Architecture AI Architecture Azure Databricks Observability Tutorials

Hand-drawn sketch of a GitHub Actions pipeline controlling Databricks MLOps delivery across bundle validation, staging, model validation and production

Tutorial July 9, 2026 · 14 min read

Databricks MLOps delivery patterns with GitHub Actions

A practical guide to production ML delivery on Databricks: where GitHub Actions fits, why Declarative Automation Bundles should usually be the deployment contract, and what to standardize before the first real production rollout.

mlopsdatabricks

Hand-drawn sketch of a custom MCP server on Databricks Apps connected to an agent client, GTD tools, SQLite, Delta storage and a SQL warehouse

Reference implementation June 18, 2026 · 12 min read

How to build a simple custom MCP Server and deploy it on Databricks Apps

A practical Databricks MCP server tutorial: build a custom MCP server in Python, keep the tool layer small, and deploy it on Databricks Apps with a Delta-backed GTD assistant.

mcpdatabricks