Exam Name: Data Engineer
Certification Provider: Google
Corresponding Certification: Google Cloud Certified
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Instant Download Google : GCP-DE Questions & Answers as PDF & Test Engine
Updated: Sep 09, 2026
No. of Questions: 77 Questions & Answers with Testing Engine
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Google GCP-DE Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Designing data processing systems | 20% | - Storage and data modeling
|
| Topic 2: Operationalizing data and ML pipelines | 30% | - Pipeline automation and orchestration
|
| Topic 3: Maintaining and optimizing data and ML solutions | 20% | - Machine learning integration
|
| Topic 4: Building and operationalizing data processing systems | 30% | - Data ingestion and transformation
|
Google Data Engineer Sample Questions:
When using Cloud Dataproc clusters, you can access the YARN web interface by configuring a browser to connect through a proxy.
- A. SOCKS
- B. HTTPS
- C. VPN
- D. HTTP
Explanation: Only visible for ActualVCE members. You can sign-up / login (it's free).
What Dataflow concept determines when a Window's contents should be output based on certain criteria being met?
- A. Sessions
- B. Triggers
- C. Windows
- D. OutputCriteria
Explanation: Only visible for ActualVCE members. You can sign-up / login (it's free).
Flowlogistic's CEO wants to gain rapid insight into their customer base so his sales team can be better informed in the field. This team is not very technical, so they've purchased a visualization tool to simplify the creation of BigQuery reports. However, they've been overwhelmed by all the data in the table, and are spending a lot of money on queries trying to find the data they need. You want to solve their problem in the most cost-effective way. What should you do?
- A. Export the data into a Google Sheet for virtualization.
- B. Create identity and access management (IAM) roles on the appropriate columns, so only they appear in a query.
- C. Create a view on the table to present to the virtualization tool.
- D. Create an additional table with only the necessary columns.
You are developing a software application using Google's Dataflow SDK, and want to use conditional, for loops and other complex programming structures to create a branching pipeline. Which component will be used for the data processing operation?
- A. Sink API
- B. PCollection
- C. Transform
- D. Pipeline
Explanation: Only visible for ActualVCE members. You can sign-up / login (it's free).
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 an increase of subscription/num_undelivered_messages for the source and a rate of change decrease 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 a decrease of subscription/num_undelivered_messages for the source and a rate of change increase of instance/storage/used_bytes for the destination
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