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Google PCA Practice Question: Analyze and optimize technical and business processes

A company is using BigQuery for data analytics. They want to optimize costs while maintaining query performance. Which TWO actions should they take? (Choose 2.)

⚠ Common exam trap

Google Cloud often tests the distinction between cost optimization and performance optimization, and the trap here is that candidates might choose reserved slots (Option A) thinking it always reduces costs, when in fact it is a pricing model that only benefits sustained high usage, not a direct cost-reduction technique for typical query patterns.

Answer choices

Why each option matters

Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.

Correct answer & explanation

Partition tables by date.

Partitioning tables by date (Option C) is correct because it allows BigQuery to prune partitions during query execution, scanning only the relevant date ranges instead of the entire table. This reduces the amount of data processed, directly lowering query costs under on-demand pricing while maintaining performance through reduced I/O.

Answer analysis

Option-by-option breakdown

For each option: why learners choose it and why it is or isn't the right answer here.

  • Use reserved slots with flat-rate pricing.

    Why it's wrong here

    Reserved slots are useful for predictable workloads but may not be cost-effective for ad-hoc analytics.

  • Always use SELECT *.

    Why it's wrong here

    SELECT * scans all columns, increasing costs without benefit.

  • Partition tables by date.

    Why this is correct

    Partitioning reduces the amount of data scanned, lowering costs.

  • Materialize frequently used queries as tables.

    Why it's wrong here

    Materialization saves computation but incurs storage costs; it may not be cost-effective for all queries.

  • Use clustering on frequently filtered columns.

    Why this is correct

    Clustering improves performance and reduces costs by limiting scans to relevant blocks.

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Written by Johnson Ajibi, MSc IT Security

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