GCP-DE study materials - Google GCP-DE dumps VCE

Google GCP-DE : Data Engineer

Exam Code: GCP-DE

Exam Name: Data Engineer

Updated: Oct 05, 2026

Q & A: 77 Questions and Answers

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Google GCP-DE Exam Syllabus Topics:

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

Google Data Engineer Sample Questions:

Question #1

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

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

Correct Answer: D  🗳️

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Question #2

Which of these is not a supported method of putting data into a partitioned table?

  • A. If you have existing data in a separate file for each day, then create a partitioned table and upload each file into the appropriate partition.
  • B. Run a query to get the records for a specific day from an existing table and for the destination table, specify a partitioned table ending with the day in the format "$YYYYMMDD".
  • C. Use ORDER BY to put a table's rows into chronological order and then change the table's type to "Partitioned".
  • D. Create a partitioned table and stream new records to it every day.
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

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Question #3

You have enabled the free integration between Firebase Analytics and Google BigQuery. Firebase now automatically creates a new table daily in BigQuery in the format app_events_YYYYMMDD. You want to query all of the tables for the past 30 days in legacy SQL. What should you do?

  • A. Use SELECT IF.(date >= YYYY-MM-DD AND date <= YYYY-MM-DD
  • B. Use the TABLE_DATE_RANGE function
  • C. Use WHERE date BETWEEN YYYY-MM-DD AND YYYY-MM-DD
  • D. Use the WHERE_PARTITIONTIME pseudo column
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

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Question #4

You are operating a Cloud Dataflow streaming pipeline. The pipeline aggregates events from a Cloud Pub/Sub subscription source, within a window, and sinks the resulting aggregation to a Cloud Storage bucket. The source has consistent throughput. You want to monitor an alert on behavior of the pipeline with Cloud Stackdriver to ensure that it is processing dat a. Which Stackdriver alerts should you create?

  • A. An alert based on a decrease of instance/storage/used_bytes for the source and a rate of change increase of subscription/num_undelivered_messages for the destination
  • B. An alert based on a decrease of subscription/num_undelivered_messages for the source and a rate of change increase of instance/storage/used_bytes for the destination
  • C. An alert based on an increase of instance/storage/used_bytes for the source and a rate of change decrease of subscription/num_undelivered_messages for the destination
  • D. An alert based on an increase of subscription/num_undelivered_messages for the source and a rate of change decrease of instance/storage/used_bytes for the destination
Reveal Solution  Discussion  0

Correct Answer: D  🗳️

Question #5

You need to deploy additional dependencies to all of a Cloud Dataproc cluster at startup using an existing initialization action. Company security policies require that Cloud Dataproc nodes do not have access to the Internet so public initialization actions cannot fetch resources. What should you do?

  • A. Copy all dependencies to a Cloud Storage bucket within your VPC security perimeter
  • B. Deploy the Cloud SQL Proxy on the Cloud Dataproc master
  • C. Use an SSH tunnel to give the Cloud Dataproc cluster access to the Internet
  • D. Use Resource Manager to add the service account used by the Cloud Dataproc cluster to the Network User role
Reveal Solution  Discussion  0

Correct Answer: D  🗳️

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