Google : Professional-Data-Engineer日本語 Questions & Answers

Last Updated: Jun 02, 2026

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Understanding functional and technical aspects of Google Professional Data Engineer Exam Ensuring solution quality

The following will be discussed here:

  • Identity and access management (e.g.,Cloud IAM)
  • Mapping to current and future business requirements
  • Ensuring flexibility and portability
  • Pipeline monitoring (e.g., Stackdriver)
  • Assessing, troubleshooting, and improving data representations and data processing infrastructure
  • Performing data preparation and quality control (e.g., Cloud Dataprep)
  • Building and running test suites
  • Ensuring reliability and fidelity
  • Planning, executing, and stress testing data recovery (fault tolerance, rerunning failed jobs, performing retrospective re-analysis)
  • Resizing and autoscaling resources
  • Designing for data and application portability (e.g., multi-cloud, data residency requirements)
  • Data staging, cataloging, and discovery
  • Ensuring scalability and efficiency
  • Legal compliance (e.g., Health Insurance Portability and Accountability Act (HIPAA), Children's Online Privacy Protection Act (COPPA), FedRAMP, General Data Protection Regulation (GDPR))
  • Ensuring privacy (e.g., Data Loss Prevention API)
  • Verification and monitoring
  • Choosing between ACID, idempotent, eventually consistent requirements
  • Designing for security and compliance
  • Data security (encryption, key management)

Reference: https://cloud.google.com/certification/data-engineer

Exam Overview

The Professional Data Engineer certification exam is a 2-hour test consisting of the multiple-choice and multiple-select questions. The students can take it in the English or Japanese languages. To register for and schedule the exam, you must pay the fee of $200. It is possible to sit for this test in an online proctored format at a remote location. You can also take it as an on-site proctored exam at a designated testing center.

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