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Past Memory Big Data
Past Memory Big Data
Jun 22, 2026 · Big Data

What’s New in Apache Spark 4.2? Core Features and Architecture Evolution

Apache Spark 4.2 introduces a lightweight Spark Connect architecture, native AI integration, enhanced Metrics View for unified semantics, Arrow‑first performance gains, advanced SQL extensions like vector search and QUALIFY, robust geospatial support, and a revamped streaming engine with auto CDC and sub‑millisecond state cleanup.

Apache SparkArrowCDC
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What’s New in Apache Spark 4.2? Core Features and Architecture Evolution