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DATABRICKS-CERTIFIED-DATA-ENGINEER-ASSOCIATE · Question #8

DATABRICKS-CERTIFIED-DATA-ENGINEER-ASSOCIATE Question #8: Real Exam Question with Answer & Explanation

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Submitted by brentm· Apr 18, 2026Deployment and Operations

Question

In order for Structured Streaming to reliably track the exact progress of the processing so that it can handle any kind of failure by restarting and/or reprocessing, which of the following two approaches is used by Spark to record the offset range of the data being processed in each trigger?

Options

  • ACheckpointing and Write-ahead Logs
  • BStructured Streaming cannot record the offset range of the data being processed in each trigger.
  • CReplayable Sources and Idempotent Sinks
  • DWrite-ahead Logs and Idempotent Sinks
  • ECheckpointing and Idempotent Sinks

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Topics

#Structured Streaming#Fault Tolerance#Checkpointing#Write-ahead Logs
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