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Most teams that move to Databricks get the hard part right. They migrate the processing engine, rebuild the transformation logic, and stand up Unity Catalog. Then they leave Azure Data Factory running in the background: connected to everything, owned by nobody, and quietly accumulating cost and complexity. In this entry, that’s the gap we address.

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Hubert Dudek Hubert Dudek

DABs: Referencing Your Resources

Databricks bundle lookups failing with "does not exist" errors? Resource references solve timing issues and create strong dependencies. Complete guide with examples.

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Databricks Hubert Dudek Databricks Hubert Dudek

New Databricks INSERT Features: INSERT REPLACE ON and INSERT REPLACE USING

Databricks SQL introduces two powerful new INSERT commands: INSERT REPLACE ON for conditional record replacement and INSERT REPLACE USING for complete partition overwrites. These Delta-native features eliminate complex workarounds while maintaining data integrity. Available in Databricks Runtime 16.3+ and 17.1+ respectively, these commands provide developers with precise control over data updates and partition management in modern data engineering workflows.

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