From my Spark UI. What does it mean by skipped?
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Typically it means that data has been fetched from cache and there was no need to re-execute given stage. It is consistent with your DAG which shows that the next stage requires shuffling (
reduceByKey
). Whenever there is shuffling involved Spark automatically caches generated data: