Google GCP-DE : Data Engineer

  • Exam Code: GCP-DE
  • Exam Name: Data Engineer
  • Updated: Oct 06, 2026

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Google GCP-DE Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Managing and optimizing solutions20%-25%- Managing resources and costs
  • 1. Optimize storage and compute usage
  • 2. Control operational costs
  • 3. Tune query and pipeline performance
- Reliability and scalability
  • 1. Scale data workloads efficiently
  • 2. Implement disaster recovery strategies
  • 3. Design highly available systems
Topic 2: Building and operationalizing data processing systems28%-33%- Operationalizing systems
  • 1. Manage logging and alerting
  • 2. Implement fault tolerance and recovery
  • 3. Monitor data pipelines and workloads
- Building data processing systems
  • 1. Implement streaming data systems
  • 2. Use BigQuery, Dataflow, Pub/Sub, Dataproc and related services
  • 3. Implement batch processing systems
Topic 3: Ensuring solution quality20%-25%- Security and compliance
  • 1. Implement encryption and compliance controls
  • 2. Manage IAM and access control
  • 3. Protect sensitive data
- Data quality management
  • 1. Maintain metadata and lineage
  • 2. Implement data governance
  • 3. Validate and clean data
Topic 4: Designing data processing systems22%-27%- Designing for data ingestion
  • 1. Design scalable and reliable ingestion architecture
  • 2. Design batch and streaming ingestion solutions
  • 3. Select appropriate storage systems
- Designing data pipelines
  • 1. Optimize pipeline performance and cost
  • 2. Design orchestration workflows
  • 3. Build ETL and ELT pipelines

Google Data Engineer Sample Questions:

Question #1

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, you must configure access through your application.
  • B. To give a user access to only one table in a project, grant the user the Bigtable Editor role for that table.
  • C. You can configure access control only at the project level.
  • D. Using IAM roles, you cannot give a user access to only one table in a project, rather than all tables in a project.
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

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Question #2

Your company produces 20,000 files every hour. Each data file is formatted as a comma separated values (CSV) file that is less than 4 KB. All files must be ingested on Google Cloud Platform before they can be processed. Your company site has a 200 ms latency to Google Cloud, and your Internet connection bandwidth is limited as 50 Mbps. You currently deploy a secure FTP (SFTP) server on a virtual machine in Google Compute Engine as the data ingestion point. A local SFTP client runs on a dedicated machine to transmit the CSV files as is. The goal is to make reports with data from the previous day available to the executives by 10:00 a.m. each day. This design is barely able to keep up with the current volume, even though the bandwidth utilization is rather low.
You are told that due to seasonality, your company expects the number of files to double for the next three months. Which two actions should you take? (choose two.)

  • A. Transmit the TAR files instead, and disassemble the CSV files in the cloud upon receiving them.
  • B. Contact your internet service provider (ISP) to increase your maximum bandwidth to at least 100 Mbps.
  • C. Redesign the data ingestion process to use gsutil tool to send the CSV files to a storage bucket in parallel.
  • D. Assemble 1,000 files into a tape archive (TAR) fil
  • E. Create an S3-compatible storage endpoint in your network, and use Google Cloud Storage Transfer Service to transfer on-premices data to the designated storage bucket.
  • F. Introduce data compression for each file to increase the rate file of file transfer.
Reveal Solution  Discussion  0

Correct Answer: A,C  🗳️

Question #3

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

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

Correct Answer: C  🗳️

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Question #4

Which of the following job types are supported by Cloud Dataproc (select 3 answers)?

  • A. Hive
  • B. Pig
  • C. YARN
  • D. Spark
Reveal Solution  Discussion  0

Correct Answer: A,B,D  🗳️

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Question #5

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

Correct Answer: C  🗳️

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