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Databricks Certified Associate Developer for Apache Spark · Databricks
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- Stages are bounded by shuffles. Operations before a shuffle can be pipelined; after shuffle a new stage begins. Narrow transformations (filter, select, withColumn, map) don't create new stages. The Spark UI visualizes stages by job.