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EngineeringDatabricks Blog·June 26, 2026·Rafael Aielo

A Decision Framework for ETL Migration to Databricks

Summary

Databricks ETL migration offers three paths—Lakehouse, Spark Declarative Pipelines, and notebooks—to address diverse scenarios, often used in combination. A four-stage framework (assess, quick wins, modernize, optimize) and tools like Lakebridge and AI-assisted conversion enable incremental migration and automate mechanical translation.

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