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Google GCP-DE : Data Engineer

GCP-DE real exams

Exam Code: GCP-DE

Exam Name: Data Engineer

Updated: Oct 06, 2026

Q & A: 77 Questions and Answers

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Google GCP-DE Exam Syllabus Topics:

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

Google Data Engineer Sample Questions:

Question #1
What are all of the BigQuery operations that Google charges for?

A. Storage, queries, and streaming inserts
B. Storage, queries, and loading data from a file
C. Storage, queries, and exporting data
D. Queries and streaming inserts


Question #2
Which row keys are likely to cause a disproportionate number of reads and/or writes on a particular node in a Bigtable cluster (select 2 answers)?

A. A timestamp followed by a stock symbol
B. A non-sequential numeric ID
C. A stock symbol followed by a timestamp
D. A sequential numeric ID


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


Question #4
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. Resize the number of worker nodes in your cluster via the command line.
B. Configure the job to use non-default Compute Engine machine types when needed.
C. Use Cloud Dataproc to run your transformation
D. Monitor CPU utilization for the cluste
E. Use Cloud Dataflow to run your transformation
F. Use the diagnose command to generate an operational output archiv
G. Use Cloud Dataproc to run your transformation
H. Monitor the total execution time for a sampling of job
I. Monitor the job system lag with Stackdrive
J. Use the default autoscaling setting for worker instances.
K. Locate the bottleneck and adjust cluster resources.
L. Use Cloud Dataflow to run your transformation


Question #5
MJTelco is building a custom interface to share dat
a. They have these requirements:
They need to do aggregations over their petabyte-scale datasets.
They need to scan specific time range rows with a very fast response time (milliseconds). Which combination of Google Cloud Platform products should you recommend?

A. BigQuery and Cloud Bigtable
B. BigQuery and Cloud Storage
C. Cloud Datastore and Cloud Bigtable
D. Cloud Bigtable and Cloud SQL


Solutions:

Question #1
Correct Answer: A
Question #2
Correct Answer: A,D
Question #3
Correct Answer: C
Question #4
Correct Answer: D
Question #5
Correct Answer: A

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