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Exam Associate Data Practitioner All Questions

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Exam Associate Data Practitioner topic 1 question 36 discussion

Actual exam question from Google's Associate Data Practitioner
Question #: 36
Topic #: 1
[All Associate Data Practitioner Questions]

Your company is migrating their batch transformation pipelines to Google Cloud. You need to choose a solution that supports programmatic transformations using only SQL. You also want the technology to support Git integration for version control of your pipelines. What should you do?

  • A. Use Cloud Data Fusion pipelines.
  • B. Use Dataform workflows.
  • C. Use Dataflow pipelines.
  • D. Use Cloud Composer operators.
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Suggested Answer: B 🗳️
by n2183712847 at Feb. 27, 2025, 5:20 p.m.

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n2183712847
2 months ago
Selected Answer: B
The best solution is B. Use Dataform workflows. Dataform is uniquely suited because it is specifically designed for programmatic data transformations using only SQL and has native, robust Git integration for version control. Option A (Cloud Data Fusion) is a visual ETL tool, not SQL-centric, and has limited Git integration. Option C (Dataflow) is code-based (Java/Python), not SQL-based. Option D (Cloud Composer) is an orchestration tool, not a transformation tool, and DAGs are defined in Python, not SQL. Therefore, Option B, Dataform workflows, is the only option that fully satisfies both requirements.
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