Google GCP-DE : Data Engineer

Pass GCP-DE Exam Cram

Exam Code: GCP-DE

Exam Name: Data Engineer

Updated: Sep 02, 2026

Q & A: 77 Questions and Answers

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Google GCP-DE Exam Syllabus Topics:
SectionWeightObjectives
Maintaining and optimizing data and ML solutions20%- Security and governance
  • 1. IAM and access control
    • 2. Data encryption and compliance
      - Machine learning integration
      • 1. Vertex AI integration for pipelines
        • 2. BigQuery ML usage
          Building and operationalizing data processing systems30%- Data pipeline implementation
          • 1. Dataflow pipeline development
            • 2. Dataproc and Spark-based processing
              - Data ingestion and transformation
              • 1. ETL/ELT workflows
                • 2. Pub/Sub streaming ingestion
                  Operationalizing data and ML pipelines30%- Monitoring and troubleshooting
                  • 1. Logging and observability
                    • 2. Performance optimization and debugging
                      - Pipeline automation and orchestration
                      • 1. Scheduling and monitoring pipelines
                        • 2. Cloud Composer workflows
                          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
                                  Google Data Engineer Sample Questions:

                                  Question 1

                                  When a Cloud Bigtable node fails, is lost.

                                  A. the time dimension
                                  B. the last transaction
                                  C. all data
                                  D. no data


                                  Question 2

                                  You want to automate execution of a multi-step data pipeline running on Google Cloud. The pipeline includes Cloud Dataproc and Cloud Dataflow jobs that have multiple dependencies on each other. You want to use managed services where possible, and the pipeline will run every day. Which tool should you use?

                                  A. Workflow Templates on Cloud Dataproc
                                  B. Cloud Composer
                                  C. Cloud Scheduler
                                  D. cron


                                  Question 3

                                  Which of the following is NOT one of the three main types of triggers that Dataflow supports?

                                  A. Trigger based on element size in bytes
                                  B. Trigger based on time
                                  C. Trigger based on element count
                                  D. Trigger that is a combination of other triggers


                                  Question 4

                                  An online retailer has built their current application on Google App Engine. A new initiative at the company mandates that they extend their application to allow their customers to transact directly via the application.
                                  They need to manage their shopping transactions and analyze combined data from multiple datasets using a business intelligence (BI) tool. They want to use only a single database for this purpose. Which Google Cloud database should they choose?

                                  A. Cloud SQL
                                  B. BigQuery
                                  C. Cloud Datastore
                                  D. Cloud BigTable


                                  Question 5

                                  You need to deploy additional dependencies to all of a Cloud Dataproc cluster at startup using an existing initialization action. Company security policies require that Cloud Dataproc nodes do not have access to the Internet so public initialization actions cannot fetch resources. What should you do?

                                  A. Deploy the Cloud SQL Proxy on the Cloud Dataproc master
                                  B. Use an SSH tunnel to give the Cloud Dataproc cluster access to the Internet
                                  C. Use Resource Manager to add the service account used by the Cloud Dataproc cluster to the Network User role
                                  D. Copy all dependencies to a Cloud Storage bucket within your VPC security perimeter


                                  Solutions:

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

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