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Databricks Certified Associate Developer for Apache Spark · Databricks
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Written by other learners. Comments can disagree with the marked answer — check the official documentation when in doubt.
- Application (SparkContext/SparkSession) -> Job (triggered by each action) -> Stage (boundary set by shuffles) -> Task (unit of work per partition per stage). Understanding this is key to interpreting the Spark UI.