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Updated: Sep 26, 2026

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Google Professional-Data-Engineer Exam Overview:

Certification Vendor:Google Cloud
Exam Name:Google Cloud Professional Data Engineer Exam
Exam Number:Professional-Data-Engineer
Exam Duration:120 minutes
Real Exam Qty:40 - 50
Exam Format:Multiple select, Multiple choice
Related Certifications:Google Cloud Professional Cloud Architect
Google Cloud Associate Cloud Engineer
Google Cloud Professional Data Analyst
Certificate Validity Period:2 years
Exam Price:USD 200 (plus tax where applicable)
Passing Score:700 / 1000
Available Languages:Japanese, English
Recommended Training:Official Exam Guide
Google Cloud Professional Data Engineer Learning Path
Exam Registration:Google Cloud Certification Registration
Sample Questions:Google Professional-Data-Engineer Sample Questions
Exam Way:Online-proctored or onsite-proctored
Pre Condition:No mandatory prerequisites; recommended 3+ years industry experience, including 1+ year designing and managing Google Cloud data solutions
Official Syllabus URL:https://cloud.google.com/learn/certification/data-engineer

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

The following will be discussed here:

  • Data staging, cataloging, and discovery
  • Pipeline monitoring (e.g., Stackdriver)
  • Designing for data and application portability (e.g., multi-cloud, data residency requirements)
  • Identity and access management (e.g.,Cloud IAM)
  • 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)
  • Performing data preparation and quality control (e.g., Cloud Dataprep)
  • Ensuring reliability and fidelity
  • Data security (encryption, key management)
  • Ensuring flexibility and portability
  • Resizing and autoscaling resources
  • Mapping to current and future business requirements
  • Choosing between ACID, idempotent, eventually consistent requirements
  • Building and running test suites
  • Assessing, troubleshooting, and improving data representations and data processing infrastructure
  • Designing for security and compliance
  • Verification and monitoring
  • Planning, executing, and stress testing data recovery (fault tolerance, rerunning failed jobs, performing retrospective re-analysis)
  • Ensuring scalability and efficiency

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.

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

Requirements

The certification does not have any official prerequisites. However, it is advised to have at least three years of industry experience with one or more years of expertise in designing and managing different solutions with the use of Google Cloud Platform. It is also required to review the topics of the qualifying exam before sitting for it.

Google Professional-Data-Engineer Exam Syllabus Topics:

SectionWeightObjectives
Operationalizing machine learning models20%- Deploying and maintaining ML models
  • 1. Model serving and monitoring
  • 2. Optimizing model performance and cost
- Preparing data for ML
  • 1. Handling structured and unstructured data
  • 2. Feature engineering and data preparation
Building and operationalizing data processing systems25%- Deploying and managing systems
  • 1. Managing infrastructure and resources
  • 2. Monitoring and logging data processes
- Building data pipelines
  • 1. Ingesting data from various sources
  • 2. Orchestrating data workflows
  • 3. Transforming and cleaning data
Designing data processing systems20%- Designing for regulatory and security requirements
  • 1. Ensuring data privacy and compliance
  • 2. Implementing access control and data protection
- Designing for business requirements
  • 1. Designing for reliability and fault tolerance
  • 2. Designing for scalability and elasticity
  • 3. Selecting appropriate storage solutions
Maintaining and automating data workloads18%- Automation and repeatability
  • 1. Implementing CI/CD for data systems
  • 2. Automating deployment and updates
- Resource optimization
  • 1. Cost management and resource allocation
  • 2. Choosing appropriate compute and storage options
Ensuring solution quality and reliability17%- Testing and validating data systems
  • 1. Performance and scalability testing
  • 2. Data quality validation
- Troubleshooting and optimization
  • 1. Diagnosing performance issues
  • 2. Optimizing queries and workloads

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Online Test Engine can supports Windows / Mac / Android / iOS, etc., because it is the software based on WEB browser. You can use it on any electronic device and practice with self-paced.
Online Test Engine supports offline practice, while the precondition is that you should run it with the internet at the first time.
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