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AnnouncementsDatabricks Blog·July 16, 2026·Wenchen Fan

Introducing Apache Spark 4.2

Summary

Apache Spark 4.2 introduces governed business definitions via metric views, AI-native analytics features like vector retrieval, and simplified real-time data processing through Auto CDC and Real-Time Mode. This release also expands Spark's accessibility from external services and AI agents by leveraging Spark Connect, Arrow-first Python execution, and Python Data Sources.

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