seniorApache Spark
MapPartitions vs Map.
Updated May 5, 2026
Short answer
Map operates on individual records; MapPartitions operates on an entire partition at once.
Deep explanation
MapPartitions is useful for expensive initialization (like opening a database connection) that should only happen once per partition rather than once per row.
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