Google Professional-Data-Engineer日本語 Q&A - in .pdf

  • Professional-Data-Engineer日本語 pdf
  • Exam Code: Professional-Data-Engineer日本語
  • Exam Name: Google Certified Professional Data Engineer Exam (Professional-Data-Engineer日本語版)
  • Updated: Aug 09, 2026
  • Q & A: 433 Questions and Answers
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  • Exam Code: Professional-Data-Engineer日本語
  • Exam Name: Google Certified Professional Data Engineer Exam (Professional-Data-Engineer日本語版)
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  • Exam Code: Professional-Data-Engineer日本語
  • Exam Name: Google Certified Professional Data Engineer Exam (Professional-Data-Engineer日本語版)
  • Updated: Aug 09, 2026
  • Q & A: 433 Questions and Answers
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Exam Details

The Google Professional Data Engineer certification exam has the duration of 2 hours. The qualifying test is made up of multiple-select and multiple-choice questions. The exam is available either in Japanese or English. To register for it, you are required to go through the official webpage and pay the fee of $200 plus applicable taxes. While completing the registration process, the potential individuals can choose the preferred method of exam delivery. It can be taken in person at the nearest testing center or online from a remote location.

The Professional Data Engineer exam is the industry-standard exam that proves the candidate’s ability to do data-driven decision-making by assembling, transforming, and publishing data. If you are rooting for a career in data engineering, you should take this test. It will lead you to attain the Professional Data Engineer certification issued by Google.

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

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Target Audience

The candidates for this certification are the data engineers or those aiming to become one. These individuals should have the capacity to allow data-driven decision-making through the collection, transformation, and publishing of data. They have the expertise in designing, building, and operationalizing secure data processing systems and monitoring the same. This is with the specific emphasis on compliance and security, fidelity and reliability, portability and flexibility, as well as efficiency and scalability.

Google Professional-Data-Engineer日本語 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Ensuring solution quality28%- Reliability and performance
  • 1. Monitoring pipelines and workloads
    • 2. Fault tolerance and recovery strategies
      - Security and governance
      • 1. Data governance and compliance
        • 2. IAM and access control in GCP
          Topic 2: Building and operationalizing data processing systems24%- Data processing and transformation
          • 1. ETL/ELT pipeline design
            • 2. Using Dataproc, Dataflow, and BigQuery SQL
              - Data ingestion and integration
              • 1. Streaming ingestion (Pub/Sub, Dataflow)
                • 2. Batch ingestion pipelines (BigQuery, Cloud Storage)
                  Topic 3: Designing data processing systems22%- Data architecture and storage design
                  • 1. Choosing appropriate data storage solutions (relational, NoSQL, data warehouse)
                    • 2. Designing scalable and cost-effective data models
                      - Batch and streaming data processing design
                      • 1. Latency, throughput, and consistency trade-offs
                        • 2. Event-driven vs batch architectures
                          Topic 4: Operationalizing machine learning models26%- ML pipeline integration
                          • 1. Feature engineering and feature stores
                            • 2. Vertex AI pipeline deployment
                              - Model deployment and monitoring
                              • 1. Online vs batch prediction
                                • 2. Model monitoring and drift detection
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