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- F.broadcast wraps a DataFrame to hint that a broadcast hash join should be used — Spark sends the small DataFrame to every executor, eliminating shuffle of the large side. Default broadcast threshold is spark.sql.autoBroadcastJoinThreshold (10 MB). Caching and repartition don't force broadcast.