Why Spark Jobs Become Slow: Shuffle, Skew, Partitions, and Memory

Spark jobs usually slow down for predictable reasons: too much shuffle, skewed keys, bad partition sizing, expensive file layouts, and memory pressure. Learn how to debug each one.