Google Professional-Data-Engineer日本語 : Google Certified Professional Data Engineer Exam (Professional-Data-Engineer日本語版)

Professional-Data-Engineer日本語 real exams

Exam Code: Professional-Data-Engineer-JPN

Exam Name: Google Certified Professional Data Engineer Exam (Professional-Data-Engineer日本語版)

Updated: Sep 13, 2026

Q & A: 433 Questions and Answers

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The candidates must develop practical skills in the exam topics to succeed. These objectives are highlighted below:

Design Data Processing Systems

  • Migrate Data Processing & Data Warehousing: This section includes validating migrations, migration from on-premises to Cloud, and awareness of the current state & how to migrate designs to the future state.
  • Design Data Pipeline: The focus for this subsection includes data visualization & publishing and batch & streaming data (Cloud Dataproc, Cloud Dataflow, Cloud Sub/Pub, Hadoop ecosystem, Apache Spark, Apache Beam, and Apache Kafka). It also focuses on online versus batch prediction and job orchestration & automation;
  • Design Data Processing Solutions: This topic includes the individuals’ expertise in planning, distributed systems usage, choice of infrastructure, hybrid Cloud & edge computing, system availability & fault tolerance. You should also know about the architecture options, including message queues, message brokers, service-oriented architecture, middleware, and serverless function;
  • Select the Relevant Storage Technologies: The considerations for this area include mapping storage systems to the business needs, data modeling, distributed systems, as well as tradeoffs, involving transactions, throughput, and latency;

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

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This course is normally taken by data scientists, data analysts, and business analysts who are in the field of Google Сloud. It is a good way to prepare for your final exam because it teaches you all the details including 7 modules that cover all the Professional Data Engineer exam objectives:

  • Data Analytics on the Cloud
  • Compute and Storage Fundamentals
  • Scaling Data Analytics
  • Additional Resources
  • Data Processing Architectures
  • Machine Learning
  • Introducing Google Cloud Platform ‘

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

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

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