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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: Sep 12, 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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Building & Operationalizing Data Processing Systems

Within this subject area, the test takers should show that they know how to build and operationalize storage systems. Specifically, they need to be conversant with effective use of managed services (such as Cloud Bigtable, Cloud SQL, Cloud Spanner, BigQuery, Cloud Storage, Cloud Memorystore, Cloud Datastore), storage costs & performance, and lifecycle management of data. The students should also be capable of building as well as operationalizing pipelines, including such technical tasks as data cleansing, transformation, batch & streaming, data acquisition & import, and integrating with new data sources. Apart from that, the candidates need to have sufficient competency to build and operationalize the processing infrastructure. This includes a good comprehension of provisioning resources, adjusting pipelines, monitoring pipelines, as well as testing & quality control.

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Certification Path

The Google Professional Data Engineer Certification is one of the highest level of certification mainly focussing to the professional Data Engineering.

There is no prerequisite for this exam but still it would be best to follow some sequence in order to prove immense knowledge as a Google professional Data Engineer.

You can complete Google Associate Certifications then approach for the professional certification. For more information related to Google cloud certification track Google-certification-path

What is the duration, language, and format of Google Professional Data Engineer Exam

  • Number of Questions: 50-60
  • Format: Multiple choices, multiple answers
  • Cost: $200
  • Length of Examination: 120 minutes
  • Language: English (U.S.), Japanese, Spanish, and Portuguese
  • Passing score: 80%

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

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Google Professional Data Engineer Practice Test Questions, Google Professional Data Engineer Exam Practice Test Questions

The Google Professional Data Engineer certification is designed to evaluate the candidates’ skills in designing data processing systems and ensuring solution quality. It is also created to measure their competence in building and operationalizing data processing systems and operationalizing ML models. The potential applicants must complete a single exam to get certified.

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

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

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