TechFabric Toolkit for Databricks

Free Databricks helpers: names & links, SQL, Delta health, bundles, permissions, error decoder, AI/ML templates, Airlift (optional).

TechFabric Toolkit sits on the Databricks workspace page you already have open and shows what the UI leaves out. On a job it names the bundle, commit, and YAML file it was deployed from, and warns when the next deploy will overwrite an edit you made in the UI. On a table it shows what built it, what reads it, whether the job that writes it is behind, and who can actually read the rows. On an MLflow experiment it ranks runs and explains why the next one lost. On a Vector Search index it shows whether the index is ready and how far it is behind the source table. A button on a job, warehouse, or serving endpoint estimates the last 30 days in DBUs and list price. Failed runs are decoded into a cause and a fix. SQL and Python on the page are colored. Ask uses the Databricks Field Guide, and optionally a model in your own workspace. Answers are shown, never executed. It is read-only. Nothing is sent to TechFabric unless you use Ask or send feedback. Tokens stay in your browser. Guide & documentation: https://www.techfabric.com/databricks-toolkit