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PROFESSIONAL-DATA-ENGINEER · Question #359

PROFESSIONAL-DATA-ENGINEER Question #359: Real Exam Question with Answer & Explanation

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Submitted by mike_84· Mar 30, 2026Designing data processing systems

Question

You are designing a real-time system for a ride hailing app that identifies areas with high demand for rides to effectively reroute available drivers to meet the demand. The system ingests data from multiple sources to Pub/Sub, processes the data, and stores the results for visualization and analysis in real-time dashboards. The data sources include driver location updates every 5 seconds and app-based booking events from riders. The data processing involves real-time aggregation of supply and demand data for the last 30 seconds, every 2 seconds, and storing the results in a low-latency system for visualization. What should you do?

Options

  • AGroup the data by using a tumbling window in a Dataflow pipeline, and write the aggregated data to Memorystore.
  • BGroup the data by using a hopping window in a Dataflow pipeline, and write the aggregated data to Memorystore.
  • CGroup the data by using a session window in a Dataflow pipeline, and write the aggregated data to BigQuery.
  • DGroup the data by using a hopping window in a Dataflow pipeline, and write the aggregated data to BigQuery.

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Topics

#Dataflow#Hopping Windows#Real-time Data Processing#Memorystore
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