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Data Engineering

Migrating Legacy ETL Pipelines to Databricks: Architecture and Validation

Triage a Talend, Informatica or SSIS estate, design the lakehouse target, translate ETL semantics, and prove the result with a reconciliation framework.

November 10, 2026 16 min read

In this article

01 Inventory before you convert
02 Target architecture on the lakehouse
03 Semantics that do not map one-to-one
04 Sequencing: waves, dual-run, cutover and rollback
05 The reconciliation framework

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