Google Professional-Data-Engineer : Google Certified Professional Data Engineer Exam

Professional-Data-Engineer real exams

Exam Code: Professional-Data-Engineer

Exam Name: Google Certified Professional Data Engineer Exam

Updated: Sep 15, 2026

Q & A: 433 Questions and Answers

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About Google Professional-Data-Engineer Exam

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Google Professional Data Engineer Certified Professional salary

The average salary of a Google Professional Data Engineer Certified Expert in

  • England - 115,632 POUND
  • Europe - 135,347 EURO
  • India - 25,42,327 INR
  • United State - 151,247 USD

Prerequisites

There are no formal requirements that the candidates need to meet to qualify for the Google Professional Data Engineer certification. However, without some level of professional experience, it will be difficult for the students to ace the qualifying test. The target individuals are recommended to have three or more years of industry experience, including one or more years of experience in designing and managing solutions with the help of Google Cloud Platform. It is preferable that the applicants also possess some basic database knowledge.

Data Engineering on Google Cloud course

It is a 4-day course that gives hands-on experience to the candidates and allows them to build data processing systems on Google Cloud. It will also show you how to design data processing systems, analyze data and build end-to-end data pipelines and machine learning. In order to get a better understanding of the course, you need to complete the big data machine learning course or get equivalent experience. This course also aids you in developing applications using a programming language such as Python and covers the following objective:

  • Influencing unstructured data using ML APIs on Cloud Dataproc
  • Processing batch and streaming data by using autoscaling data pipelines on Cloud Dataflow
  • Predicting machine models using TensorFlow and Cloud ML
  • Designing and building data processing systems on the Google Cloud Platform
  • Enable insights from streaming data

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

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Google Professional-Data-Engineer Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Designing data processing systems22%- Batch and streaming data processing design
  • 1. Latency, throughput, and consistency trade-offs
    • 2. Event-driven vs batch architectures
      - Data architecture and storage design
      • 1. Designing scalable and cost-effective data models
        • 2. Choosing appropriate data storage solutions (relational, NoSQL, data warehouse)
          Topic 2: 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. Batch ingestion pipelines (BigQuery, Cloud Storage)
                • 2. Streaming ingestion (Pub/Sub, Dataflow)
                  Topic 3: 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 4: Ensuring solution quality28%- Reliability and performance
                          • 1. Fault tolerance and recovery strategies
                            • 2. Monitoring pipelines and workloads
                              - Security and governance
                              • 1. IAM and access control in GCP
                                • 2. Data governance and compliance

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