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  • Exam Code: GCP-DE
  • Exam Name: Data Engineer
  • Updated: Oct 12, 2026
  • Q & A: 77 Questions and Answers
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  • Exam Code: GCP-DE
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  • Exam Name: Data Engineer
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Google GCP-DE Exam Syllabus Topics:

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

Google Data Engineer Sample Questions:

Question #1

You have developed three data processing jobs. One executes a Cloud Dataflow pipeline that transforms data uploaded to Cloud Storage and writes results to BigQuery. The second ingests data from on-premises servers and uploads it to Cloud Storage. The third is a Cloud Dataflow pipeline that gets information from third-party data providers and uploads the information to Cloud Storage. You need to be able to schedule and monitor the execution of these three workflows and manually execute them when needed. What should you do?

  • A. Set up cron jobs in a Compute Engine instance to schedule and monitor the pipelines using GCP API calls.
  • B. Create a Direct Acyclic Graph in Cloud Composer to schedule and monitor the jobs.
  • C. Use Stackdriver Monitoring and set up an alert with a Webhook notification to trigger the jobs.
  • D. Develop an App Engine application to schedule and request the status of the jobs using GCP API calls.
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

Question #2

MJTelco needs you to create a schema in Google Bigtable that will allow for the historical analysis of the last 2 years of records. Each record that comes in is sent every 15 minutes, and contains a unique identifier of the device and a data record. The most common query is for all the data for a given device for a given day. Which schema should you use?

  • A. Rowkey: date#device_idColumn data: data_point
  • B. Rowkey: dateColumn data: device_id, data_point
  • C. Rowkey: data_pointColumn data: device_id, date
  • D. Rowkey: date#data_pointColumn data: device_id
  • E. Rowkey: device_idColumn data: date, data_point
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

Question #3

What are two methods that can be used to denormalize tables in BigQuery?

  • A. 1) Join tables into one table; 2) Use nested repeated fields
  • B. 1) Split table into multiple tables; 2) Use a partitioned table
  • C. 1) Use nested repeated fields; 2) Use a partitioned table
  • D. 1) Use a partitioned table; 2) Join tables into one table
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

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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, you must configure access through your application.
  • B. You can configure access control only at the project level.
  • C. To give a user access to only one table in a project, grant the user the Bigtable Editor role for that table.
  • 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: C  🗳️

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Question #5

Which of these sources can you not load data into BigQuery from?

  • A. Google Cloud Storage
  • B. Google Drive
  • C. File upload
  • D. Google Cloud SQL
Reveal Solution  Discussion  0

Correct Answer: D  🗳️

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