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RAN-DBDEA-00093
Ranvier · DBDEA

Exam DBDEA Topics: troubleshooting Difficulty: medium

In the Spark UI, a stage's tasks report large Spill (Disk) values — tens of GB spilled across the stage — and the stage takes three times longer than its siblings. Executor garbage-collection time is elevated, but no single task is disproportionately larger than the others. What does the spill indicate, and what is a reasonable remedy?

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  1. A. The local SSDs are saturating; replace instance storage with network-attached volumes that can grow beyond the node's own disks
  2. B. The Delta table has too many small files; run OPTIMIZE to compact them before the next run
  3. C. Shuffle data per task exceeds executor memory, so it spills to disk — raise memory per executor or shuffle partitions
  4. D. Spill means the DBIO disk cache is active; disable the cache to free disk space for shuffle files
Reveal answer

Correct answer: Shuffle data per task exceeds executor memory, so it spills to disk — raise memory per executor or shuffle partitions

Reference: https://docs.databricks.com/aws/en/optimizations/spark-ui-guide/

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Official Answer (C): Shuffle data per task exceeds executor memory, so it spills to disk — raise memory per executor or shuffle partitions

Ranvier · DBDEA

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