Microsoft Fabric Data Engineer Associate DP-700 Practice Question

Your organization ingests daily CSV sales files into a Delta table in Microsoft Fabric by using a Dataflow Gen2. Some days, the upstream system resends one or more previous files, causing duplicate rows in the target table. You must modify the solution so that reprocessing the same file does not create duplicates and avoids a full table reload. What should you do?

  • Enable the Auto Compaction feature for the Delta table.

  • Add a distinct transformation on all columns in the dataflow before the sink.

  • Replace the dataflow sink with a Fabric notebook that executes a Delta MERGE statement matching on TransactionID.

  • Change the dataflow to load the files into a new table each day and use UNION ALL to combine the tables.

Microsoft Fabric Data Engineer Associate DP-700
Ingest and transform data
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