PDF resource · ungated

Production Databricks Hybrid Architecture Map

An ungated Databricks hybrid architecture map showing how notebooks, reusable Python, metadata, Unity Catalog, orchestration, and deployment assets fit together.

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Use case

The decision this resource helps clarify.

Notebook-heavy platforms become hard to test, deploy, govern, and explain when reusable logic and production responsibilities are not separated.

Built for: Databricks engineers, architects, and technical leaders improving production structure and delivery patterns.

What is inside

  • Notebook and reusable-code boundaries
  • Metadata and Unity Catalog responsibilities
  • Orchestration and deployment flow
  • Production architecture prompts

How to use it

  1. Compare the map to one real production workflow.
  2. Mark responsibilities that currently live in the wrong layer.
  3. Choose one boundary to improve before attempting a platform-wide rewrite.

When the resource is not enough

Review Databricks consulting

Use a Databricks review when the map reveals broader governance, reliability, or productionization risk.

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