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Data + AI FoundationsDatabricks Blog·June 16, 2026·Databricks Staff

What is data pipeline architecture?

Summary

Data pipeline architecture separates ingestion, transformation, storage, and serving into distinct layers, with ELT largely replacing ETL as the dominant approach. Databricks unifies batch and streaming pipelines on a single platform (Lakeflow + Delta Lake + Unity Catalog), eliminating duplicate infrastructure and governance gaps.

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