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Google GCP-DE exam : Data Engineer

GCP-DE Exam Simulator
  • Exam Code: GCP-DE
  • Exam Name: Data Engineer
  • Updated: Sep 22, 2026
  • Q & A: 77 Questions and Answers
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Google GCP-DE Exam Syllabus Topics:

SectionWeightObjectives
Ensuring solution quality20%-25%- Security and compliance
  • 1. Protect sensitive data
  • 2. Implement encryption and compliance controls
  • 3. Manage IAM and access control
- Data quality management
  • 1. Maintain metadata and lineage
  • 2. Validate and clean data
  • 3. Implement data governance
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
Building and operationalizing data processing systems28%-33%- Operationalizing systems
  • 1. Implement fault tolerance and recovery
  • 2. Monitor data pipelines and workloads
  • 3. Manage logging and alerting
- Building data processing systems
  • 1. Use BigQuery, Dataflow, Pub/Sub, Dataproc and related services
  • 2. Implement batch processing systems
  • 3. Implement streaming data systems
Designing data processing systems22%-27%- Designing for data ingestion
  • 1. Select appropriate storage systems
  • 2. Design batch and streaming ingestion solutions
  • 3. Design scalable and reliable ingestion architecture
- Designing data pipelines
  • 1. Design orchestration workflows
  • 2. Optimize pipeline performance and cost
  • 3. Build ETL and ELT pipelines

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

Correct Answer: C  🗳️

Question #2

Which is not a valid reason for poor Cloud Bigtable performance?

  • A. The workload isn't appropriate for Cloud Bigtable.
  • B. There are issues with the network connection.
  • C. The table's schema is not designed correctly.
  • D. The Cloud Bigtable cluster has too many nodes.
Reveal Solution  Discussion  0

Correct Answer: D  🗳️

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Question #3

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

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

Correct Answer: B  🗳️

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Question #4

You have a data stored in BigQuery. The data in the BigQuery dataset must be highly available. You need to define a storage, backup, and recovery strategy of this data that minimizes cost. How should you configure the BigQuery table?

  • A. Set the BigQuery dataset to be regiona
  • B. In the event of an emergency, use a point-in-time snapshot to recover the data.
  • C. Set the BigQuery dataset to be regiona
  • D. Set the BigQuery dataset to be multi-regional
  • E. Set the BigQuery dataset to be multi-regional
  • F. Create a scheduled query to make copies of the data to tables suffixed with the time of the backup
  • G. In the event of an emergency, use a point-in-time snapshot to recover the data.
  • H. In the event of an emergency, use the backup copy of the table.
  • I. In the event of an emergency, use the backup copy of the table.
  • J. Create a scheduled query to make copies of the data to tables suffixed with the time of the backu
Reveal Solution  Discussion  0

Correct Answer: G  🗳️

Question #5

As your organization expands its usage of GCP, many teams have started to create their own projects. Projects are further multiplied to accommodate different stages of deployments and target audiences. Each project requires unique access control configurations. The central IT team needs to have access to all projects. Furthermore, data from Cloud Storage buckets and BigQuery datasets must be shared for use in other projects in an ad hoc way. You want to simplify access control management by minimizing the number of policies. Which two steps should you take? Choose 2 answers.

  • A. For each Cloud Storage bucket or BigQuery dataset, decide which projects need acces
  • B. Find all the active members who have access to these projects, and create a Cloud IAM policy to grant access to all these users.
  • C. Introduce resource hierarchy to leverage access control policy inheritance.
  • D. Only use service accounts when sharing data for Cloud Storage buckets and BigQuery datasets.
  • E. Use Cloud Deployment Manager to automate access provision.
  • F. Create distinct groups for various teams, and specify groups in Cloud IAM policies.
Reveal Solution  Discussion  0

Correct Answer: C,F  🗳️

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