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Updated: Aug 21, 2026

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Google GCP-DE Exam Overview:

Certification Vendor:Google Cloud
Exam Name:Google Cloud Professional Data Engineer Certification Exam
Exam Number:PDE
Exam Duration:120 minutes
Related Certifications:Google Cloud Associate Cloud Engineer
Google Cloud Professional Machine Learning Engineer
Available Languages:English, Japanese
Passing Score:Not publicly disclosed
Exam Price:$200 USD
Real Exam Qty:Approximately 50–60
Exam Format:Multiple choice, Multiple select, Proctored online or onsite (Kryterion Webassessor)
Certificate Validity Period:2 years
Recommended Training:Coursera - Google Cloud Data Engineering Professional Certificate
Google Cloud Skills Boost - Data Engineering Path
Exam Registration:Kryterion Webassessor Portal
Google Cloud Certification Registration
Sample Questions:Google GCP-DE Sample Questions
Exam Way:Online proctored or test center (Kryterion Webassessor)
Pre Condition:No mandatory prerequisites, but Associate Cloud Engineer or equivalent experience recommended
Official Syllabus URL:https://cloud.google.com/certification/data-engineer

Google GCP-DE Exam Syllabus Topics:

SectionWeightObjectives
Maintaining and optimizing data and ML solutions20%- Machine learning integration
  • 1. Vertex AI integration for pipelines
    • 2. BigQuery ML usage
      - Security and governance
      • 1. IAM and access control
        • 2. Data encryption and compliance
          Building and operationalizing data processing systems30%- Data pipeline implementation
          • 1. Dataproc and Spark-based processing
            • 2. Dataflow pipeline development
              - Data ingestion and transformation
              • 1. Pub/Sub streaming ingestion
                • 2. ETL/ELT workflows
                  Operationalizing data and ML pipelines30%- Pipeline automation and orchestration
                  • 1. Scheduling and monitoring pipelines
                    • 2. Cloud Composer workflows
                      - Monitoring and troubleshooting
                      • 1. Performance optimization and debugging
                        • 2. Logging and observability
                          Designing data processing systems20%- Storage and data modeling
                          • 1. Data lake architecture on Google Cloud Storage
                            • 2. Data warehouse design using BigQuery
                              - Data pipeline architecture design
                              • 1. Scalable data ingestion design
                                • 2. Batch vs streaming data processing selection

                                  Google Data Engineer Sample Questions:

                                  1. Flowlogistic's management has determined that the current Apache Kafka servers cannot handle the data volume for their real-time inventory tracking system. You need to build a new system on Google Cloud Platform (GCP) that will feed the proprietary tracking software. The system must be able to ingest data from a variety of global sources, process and query in real-time, and store the data reliably. Which combination of GCP products should you choose?

                                  A) Cloud Load Balancing, Cloud Dataflow, and Cloud Storage
                                  B) Cloud Pub/Sub, Cloud Dataflow, and Cloud Storage
                                  C) Cloud Pub/Sub, Cloud SQL, and Cloud Storage
                                  D) Cloud Pub/Sub, Cloud Dataflow, and Local SSD


                                  2. You launched a new gaming app almost three years ago. You have been uploading log files from the previous day to a separate Google BigQuery table with the table name format LOGS_yyyymmdd. You have been using table wildcard functions to generate daily and monthly reports for all time ranges. Recently, you discovered that some queries that cover long date ranges are exceeding the limit of 1,000 tables and failing. How can you resolve this issue?

                                  A) Create separate views to cover each month, and query from these views
                                  B) Convert the sharded tables into a single partitioned table
                                  C) Enable query caching so you can cache data from previous months
                                  D) Convert all daily log tables into date-partitioned tables


                                  3. Which of these is not a supported method of putting data into a partitioned table?

                                  A) Use ORDER BY to put a table's rows into chronological order and then change the table's type to "Partitioned".
                                  B) Run a query to get the records for a specific day from an existing table and for the destination table, specify a partitioned table ending with the day in the format "$YYYYMMDD".
                                  C) Create a partitioned table and stream new records to it every day.
                                  D) If you have existing data in a separate file for each day, then create a partitioned table and upload each file into the appropriate partition.


                                  4. You need to choose a database for a new project that has the following requirements:
                                  Fully managed
                                  Able to automatically scale up
                                  Transactionally consistent
                                  Able to scale up to 6 TB
                                  Able to be queried using SQL Which database do you choose?

                                  A) Cloud Datastore
                                  B) Cloud SQL
                                  C) Cloud Bigtable
                                  D) Cloud Spanner


                                  5. Which of the following is NOT true about Dataflow pipelines?

                                  A) Dataflow pipelines are tied to Dataflow, and cannot be run on any other runner
                                  B) Dataflow pipelines can be programmed in Java
                                  C) Dataflow pipelines use a unified programming model, so can work both with streaming and batch data sources
                                  D) Dataflow pipelines can consume data from other Google Cloud services


                                  Solutions:

                                  Question # 1
                                  Answer: C
                                  Question # 2
                                  Answer: D
                                  Question # 3
                                  Answer: A
                                  Question # 4
                                  Answer: D
                                  Question # 5
                                  Answer: A

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