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Databricks Certified Data Engineer Professional · Databricks
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- A watermark tells Spark how long it must keep state to recognize late duplicates, and streaming deduplication uses that state to suppress repeats. Micro-batch-only `DISTINCT` logic does not protect against duplicates that arrive in later batches.