Google Data Engineer : GCP-DE

  • Exam Code: GCP-DE
  • Exam Name: Data Engineer
  • Updated: Sep 14, 2026
  • Q & A: 77 Questions and Answers

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About Google GCP-DE Exam

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Google GCP-DE Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: 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. Scalable data ingestion design
        • 2. Batch vs streaming data processing selection
          Topic 2: Maintaining and optimizing data and ML solutions20%- Machine learning integration
          • 1. Vertex AI integration for pipelines
            • 2. BigQuery ML usage
              - Security and governance
              • 1. Data encryption and compliance
                • 2. IAM and access control
                  Topic 3: 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
                          Topic 4: Building and operationalizing data processing systems30%- Data ingestion and transformation
                          • 1. ETL/ELT workflows
                            • 2. Pub/Sub streaming ingestion
                              - Data pipeline implementation
                              • 1. Dataflow pipeline development
                                • 2. Dataproc and Spark-based processing

                                  Google Data Engineer Sample Questions:

                                  Question #1

                                  You are implementing several batch jobs that must be executed on a schedule. These jobs have many interdependent steps that must be executed in a specific order. Portions of the jobs involve executing shell scripts, running Hadoop jobs, and running queries in BigQuery. The jobs are expected to run for many minutes up to several hours. If the steps fail, they must be retried a fixed number of times. Which service should you use to manage the execution of these jobs?

                                  • A. Cloud Composer
                                  • B. Cloud Functions
                                  • C. Cloud Scheduler
                                  • D. Cloud Dataflow
                                  Reveal Solution  Discussion  0

                                  Correct Answer: C  🗳️

                                  Question #2

                                  The YARN ResourceManager and the HDFS NameNode interfaces are available on a Cloud Dataproc cluster .

                                  • A. worker node
                                  • B. master node
                                  • C. conditional node
                                  • D. application node
                                  Reveal Solution  Discussion  0

                                  Correct Answer: B  🗳️

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                                  Question #3

                                  What are all of the BigQuery operations that Google charges for?

                                  • A. Storage, queries, and loading data from a file
                                  • B. Queries and streaming inserts
                                  • C. Storage, queries, and exporting data
                                  • D. Storage, queries, and streaming inserts
                                  Reveal Solution  Discussion  0

                                  Correct Answer: D  🗳️

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                                  Question #4

                                  You work for a global shipping company. You want to train a model on 40 TB of data to predict which ships in each geographic region are likely to cause delivery delays on any given day. The model will be based on multiple attributes collected from multiple sources. Telemetry data, including location in GeoJSON format, will be pulled from each ship and loaded every hour. You want to have a dashboard that shows how many and which ships are likely to cause delays within a region. You want to use a storage solution that has native functionality for prediction and geospatial processing. Which storage solution should you use?

                                  • A. Cloud Bigtable
                                  • B. Cloud SQL for PostgreSQL
                                  • C. Cloud Datastore
                                  • D. BigQuery
                                  Reveal Solution  Discussion  0

                                  Correct Answer: D  🗳️

                                  Question #5

                                  You are developing an application on Google Cloud that will automatically generate subject labels for users' blog posts. You are under competitive pressure to add this feature quickly, and you have no additional developer resources. No one on your team has experience with machine learning. What should you do?

                                  • A. Process the generated Entity Analysis as labels.
                                  • B. Call the Cloud Natural Language API from your applicatio
                                  • C. Build and train a text classification model using TensorFlo
                                  • D. Build and train a text classification model using TensorFlo
                                  • E. Call the Cloud Natural Language API from your applicatio
                                  • F. Process the generated Sentiment Analysis as labels.
                                  • G. Deploy the model using a KubernetesEngine cluste
                                  • H. Deploy the model using Cloud Machine Learning Engin
                                  • I. Call the model from your application and process the results as labels.
                                  • J. Call the model from your application and process the results as labels.
                                  Reveal Solution  Discussion  0

                                  Correct Answer: A  🗳️

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