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: Aug 17, 2026

Q & A: 433 Questions and Answers

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Ensuring Solution Quality

The last section of the certification exam evaluates the ability of the learners to design for security & compliance, including identity & access management, legal compliance, data security, and privacy ensuring. Moreover, they should be able to ensure flexibility & portability, reliability & fidelity, as well as scalability & efficiency.

This course will show you how to manage big data including loading, extracting, cleaning, and validating data. At the end of the training, you can easily create machine learning and statistical models as well as visualizing query results. This program is a bit lengthy but you have to practice well to get the knowledge needed on the actual exam. These are the following modules covered in the course:

  • Handling Data Pipelines with Cloud Composer and Cloud Data Fusion
  • Custom Model building Utilizing Cloud AutoML
  • Big Data Analytics with Cloud Al Platform Notebook
  • Building a Data Warehouse
  • Prebuilt ML Models APIs for Unsaturated Data
  • Advanced BigQuery Performance and Functionality
  • Serverless Data Processing with Cloud Dataflow
  • Creating a Data Lake
  • Custom Model building Using SQL in BigQuery ML
  • Performing Spark on Cloud Dataproc
  • Introduction to Data Engineering
  • Introduction to Building Batch Data Pipelines
  • Introduction to Processing Streaming Data
  • Production ML Pipelines and use of Kubeflow
  • Serverless Messaging Using Cloud Sub/Pub
  • Cloud Dataflow Streaming Features
  • Bigtable Streaming Features and High-Throughput BigQuery

These modules involve everything the candidate requires for passing the Professional Data Engineer certification exam. Thus, you will not miss anything if you are taking this learning program keenly and apply the required knowledge in an appropriate way. You would end up getting a good score and achieving the Google Professional Data Engineer certification.

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

Google Professional Data Engineer Certified Professional salary

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

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

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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. 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. Model monitoring and drift detection
            • 2. Online vs batch prediction
              - ML pipeline integration
              • 1. Vertex AI pipeline deployment
                • 2. Feature engineering and feature stores
                  Topic 3: 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
                          Topic 4: Building and operationalizing data processing systems24%- Data ingestion and integration
                          • 1. Streaming ingestion (Pub/Sub, Dataflow)
                            • 2. Batch ingestion pipelines (BigQuery, Cloud Storage)
                              - Data processing and transformation
                              • 1. Using Dataproc, Dataflow, and BigQuery SQL
                                • 2. ETL/ELT pipeline design

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