Google GCP-DE Dumps : Data Engineer

GCP-DE real exams

Exam Code: GCP-DE

Exam Name: Data Engineer

Updated: Sep 17, 2026

Q & A: 77 Questions and Answers

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Google GCP-DE Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Preparing data for analysis and machine learning13%- Preparing data for ML
  • 1. Supporting model training and serving
  • 2. Feature engineering and data preparation
- Enabling data analysis
  • 1. Implementing data sharing and governance
  • 2. Optimizing query performance
  • 3. Preparing datasets for querying and reporting
Topic 2: Designing data processing systems24%- Designing data pipelines
  • 1. Defining architecture for batch and streaming processing
  • 2. Designing for data transformation and enrichment
  • 3. Planning for data migration and integration
- Planning data solutions
  • 1. Selecting appropriate storage solutions
  • 2. Designing for reliability, scalability, and efficiency
  • 3. Planning for data security and compliance
Topic 3: Storing and managing data20%- Implementing storage solutions
  • 1. Designing data warehouses and data lakes
  • 2. Using data storage services appropriately
  • 3. Managing data lifecycle and retention
- Optimizing storage performance and cost
  • 1. Configuring storage for access patterns
  • 2. Implementing cost optimization strategies
Topic 4: Ingesting and processing data25%- Building data pipelines
  • 1. Handling data quality and consistency
  • 2. Implementing ingestion mechanisms
  • 3. Developing batch and streaming workflows
- Transforming data
  • 1. Applying data processing logic
  • 2. Optimizing transformations for performance
  • 3. Managing schema evolution
Topic 5: Maintaining and automating data workloads18%- Operationalizing workloads
  • 1. Ensuring reliability and recoverability
  • 2. Monitoring and troubleshooting pipelines
  • 3. Orchestrating and scheduling jobs
- Automation and optimization
  • 1. Automating deployment and management
  • 2. Optimizing resource usage and costs

Google Data Engineer Sample Questions:

Question #1

If you're running a performance test that depends upon Cloud Bigtable, all the choices except one below are recommended steps. Which is NOT a recommended step to follow?

  • A. Do not use a production instance.
  • B. Run your test for at least 10 minutes.
  • C. Before you test, run a heavy pre-test for several minutes.
  • D. Use at least 300 GB of data.
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

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

Question #2

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

Correct Answer: D  🗳️

Question #3

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

Correct Answer: B  🗳️

Question #4

When using Cloud Dataproc clusters, you can access the YARN web interface by configuring a browser to connect through a proxy.

  • A. HTTP
  • B. VPN
  • C. SOCKS
  • D. HTTPS
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

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Question #5

You are designing storage for two relational tables that are part of a 10-TB database on Google Cloud. You want to support transactions that scale horizontally. You also want to optimize data for range queries on nonkey columns. What should you do?

  • A. Use Cloud Dataflow to transform data to support query patterns.
  • B. Use Cloud SQL for storag
  • C. Use Cloud Spanner for storag
  • D. Add secondary indexes to support query patterns.
  • E. Use Cloud Spanner for storag
  • F. Use Cloud SQL for storag
  • G. Use Cloud Dataflow to transform data to support query patterns.
  • H. Add secondary indexes to support query patterns.
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

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

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