Spark Executor Sizing: Memory Model, Core Tuning, and GC Strategy

TLDR: Spark executor OOMs are almost never caused by insufficient total cluster RAM — they are caused by misallocating memory across five distinct JVM regions while ignoring GC behavior and memoryOver