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Google GCP-DE : Data Engineer

GCP-DE

Exam Code: GCP-DE

Exam Name: Data Engineer

Updated: Oct 04, 2026

Q & A: 77 Questions and Answers

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Google GCP-DE Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: 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
          Topic 2: 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
                  Topic 3: Designing data processing systems20%- Data pipeline architecture design
                  • 1. Scalable data ingestion design
                    • 2. Batch vs streaming data processing selection
                      - Storage and data modeling
                      • 1. Data warehouse design using BigQuery
                        • 2. Data lake architecture on Google Cloud Storage
                          Topic 4: Operationalizing data and ML pipelines30%- Monitoring and troubleshooting
                          • 1. Logging and observability
                            • 2. Performance optimization and debugging
                              - Pipeline automation and orchestration
                              • 1. Cloud Composer workflows
                                • 2. Scheduling and monitoring pipelines

                                  Google Data Engineer Sample Questions:

                                  Question #1
                                  You are responsible for writing your company's ETL pipelines to run on an Apache Hadoop cluster. The pipeline will require some checkpointing and splitting pipelines. Which method should you use to write the pipelines?

                                  A. Python using MapReduce
                                  B. PigLatin using Pig
                                  C. HiveQL using Hive
                                  D. Java using MapReduce


                                  Question #2
                                  Each analytics team in your organization is running BigQuery jobs in their own projects. You want to enable each team to monitor slot usage within their projects. What should you do?

                                  A. Create a log export for each project, capture the BigQuery job execution logs, create a custom metric based on the totalSlotMs, and create a Stackdriver Monitoring dashboard based on the custom metric
                                  B. Create a Stackdriver Monitoring dashboard based on the BigQuery metric slots/allocated_for_project
                                  C. Create a Stackdriver Monitoring dashboard based on the BigQuery metric query/scanned_bytes
                                  D. Create an aggregated log export at the organization level, capture the BigQuery job execution logs, create a custom metric based on the totalSlotMs, and create a Stackdriver Monitoring dashboard based on the custom metric


                                  Question #3
                                  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 Datastore
                                  B. Cloud SQL for PostgreSQL
                                  C. BigQuery
                                  D. Cloud Bigtable


                                  Question #4
                                  Which of the following statements is NOT true regarding Bigtable access roles?

                                  A. To give a user access to only one table in a project, grant the user the Bigtable Editor role for that table.
                                  B. You can configure access control only at the project level.
                                  C. Using IAM roles, you cannot give a user access to only one table in a project, rather than all tables in a project.
                                  D. To give a user access to only one table in a project, you must configure access through your application.


                                  Question #5
                                  Your company maintains a hybrid deployment with GCP, where analytics are performed on your anonymized customer dat a. The data are imported to Cloud Storage from your data center through parallel uploads to a data transfer server running on GCP. Management informs you that the daily transfers take too long and have asked you to fix the problem. You want to maximize transfer speeds. Which action should you take?

                                  A. Increase your network bandwidth from Compute Engine to Cloud Storage.
                                  B. Increase the size of the Google Persistent Disk on your server.
                                  C. Increase the CPU size on your server.
                                  D. Increase your network bandwidth from your datacenter to GCP.


                                  Solutions:

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

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