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Last Updated: Sep 15, 2026

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Google GCP-DE Exam Syllabus Topics:

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

                                  Google Data Engineer Sample Questions:

                                  Question #1

                                  MJTelco is building a custom interface to share dat
                                  a. They have these requirements:
                                  They need to do aggregations over their petabyte-scale datasets.
                                  They need to scan specific time range rows with a very fast response time (milliseconds). Which combination of Google Cloud Platform products should you recommend?

                                  • A. Cloud Datastore and Cloud Bigtable
                                  • B. Cloud Bigtable and Cloud SQL
                                  • C. BigQuery and Cloud Storage
                                  • D. BigQuery and Cloud Bigtable
                                  Reveal Solution  Discussion  0

                                  Correct Answer: D  🗳️

                                  Question #2

                                  Which Cloud Dataflow / Beam feature should you use to aggregate data in an unbounded data source every hour based on the time when the data entered the pipeline?

                                  • A. An hourly watermark
                                  • B. An event time trigger
                                  • C. The with Allowed Lateness method
                                  • D. A processing time trigger
                                  Reveal Solution  Discussion  0

                                  Correct Answer: D  🗳️

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                                  Question #3

                                  All Google Cloud Bigtable client requests go through a front-end server they are sent to a Cloud Bigtable node.

                                  • A. before
                                  • B. only if
                                  • C. after
                                  • D. once
                                  Reveal Solution  Discussion  0

                                  Correct Answer: A  🗳️

                                  Explanation: Only visible for SureTorrent members. You can sign-up / login (it's free).

                                  Question #4

                                  You are selecting services to write and transform JSON messages from Cloud Pub/Sub to BigQuery for a data pipeline on Google Cloud. You want to minimize service costs. You also want to monitor and accommodate input data volume that will vary in size with minimal manual intervention. What should you do?

                                  • A. Use Cloud Dataflow to run your transformation
                                  • B. Monitor the total execution time for a sampling of job
                                  • C. Use the diagnose command to generate an operational output archiv
                                  • D. Use Cloud Dataproc to run your transformation
                                  • E. Configure the job to use non-default Compute Engine machine types when needed.
                                  • F. Resize the number of worker nodes in your cluster via the command line.
                                  • G. Monitor CPU utilization for the cluste
                                  • H. Use Cloud Dataflow to run your transformation
                                  • I. Monitor the job system lag with Stackdrive
                                  • J. Locate the bottleneck and adjust cluster resources.
                                  • K. Use Cloud Dataproc to run your transformation
                                  • L. Use the default autoscaling setting for worker instances.
                                  Reveal Solution  Discussion  0

                                  Correct Answer: G  🗳️

                                  Question #5

                                  For the best possible performance, what is the recommended zone for your Compute Engine instance and Cloud Bigtable instance?

                                  • A. Have the Compute Engine instance in the furthest zone from the Cloud Bigtable instance.
                                  • B. Have the Cloud Bigtable instance to be in the same zone as all of the consumers of your data.
                                  • C. Have both the Compute Engine instance and the Cloud Bigtable instance to be in different zones.
                                  • D. Have both the Compute Engine instance and the Cloud Bigtable instance to be in the same zone.
                                  Reveal Solution  Discussion  0

                                  Correct Answer: D  🗳️

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