Crucial Exams

Microsoft Fabric Data Engineer Associate DP-700 Practice Question

You manage a Microsoft Fabric lakehouse that must ingest a real-time feed of 150 000 JSON events per second from Azure Event Hubs. The solution has the following requirements:

  • Land the events in Delta tables in the lakehouse bronze folder with sub-second latency.
  • Guarantee exactly-once delivery even if the ingestion job is retried or restarted. Which ingestion approach should you implement to meet the requirements?

  • Build a data pipeline with a Copy activity that continuously copies data from Event Hubs to the lakehouse.

  • Create an Eventstream in Real-Time Intelligence and configure it to write directly to the lakehouse.

  • Enable continuous data import in a KQL database and expose the data to the lakehouse by creating a shortcut.

  • Develop a Spark Structured Streaming notebook that reads from Azure Event Hubs and writes to Delta tables in the lakehouse by using a checkpoint location.

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