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Azure Data Factory and Databricks Lakeflow: An Architectural Evolution in Modern Data Platforms

Azure Data Factory and Databricks Lakeflow: An Architectural Evolution in Modern Data Platforms

As data platforms evolve, the role of orchestration is being quietly reexamined. This article explores how Azure Data Factory and Databricks Lakeflow reflect two architectural approaches—control-plane orchestration and execution-native pipelines and why many teams are rethinking where orchestration belongs in modern data platforms.

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