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PROFESSIONAL-DATA-ENGINEER · Question #348

PROFESSIONAL-DATA-ENGINEER Question #348: Real Exam Question with Answer & Explanation

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Submitted by carlos_mx· Mar 30, 2026Designing data processing systems

Question

You are building a streaming Dataflow pipeline that ingests noise level data from hundreds of sensors placed near construction sites across a city. The sensors measure noise level every ten seconds, and send that data to the pipeline when levels reach above 70 dBA. You need to detect the average noise level from a sensor when data is received for a duration of more than 30 minutes, but the window ends when no data has been received for 15 minutes. What should you do?

Options

  • AUse session windows with a 15-minute gap duration.
  • BUse session windows with a 30-minute gap duration.
  • CUse hopping windows with a 15-minute window, and a thirty-minute period.
  • DUse tumbling windows with a 15-minute window and a fifteen-minute .withAllowedLateness operator.

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Topics

#Dataflow Windowing#Streaming Data Processing#Tumbling Windows#Late Data Handling
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