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Spark Adaptive Query Execution: Dynamic Coalescing, Pruning, and Skew Handling

TLDR: Before AQE, Spark compiled your entire query into a static physical plan using size estimates that were frequently wrong — and a wrong estimate at planning time meant a skewed join, 800 small tasks, or a missed broadcast opportunity that no amo...

Apr 19, 2026•34 min read

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