Passing exam with GCP-DE latest training materials
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Last Updated: Sep 25, 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: Building and operationalizing data processing systems | 28%-33% | - Operationalizing systems
|
| Topic 2: Ensuring solution quality | 20%-25% | - Data quality management
|
| Topic 3: Designing data processing systems | 22%-27% | - Designing for data ingestion
|
| Topic 4: Managing and optimizing solutions | 20%-25% | - Reliability and scalability
|
Google Data Engineer Sample Questions:
By default, which of the following windowing behavior does Dataflow apply to unbounded data sets?
- A. Single, Global Window
- B. Windows at every 100 MB of data
- C. Windows at every 10 minutes
- D. Windows at every 1 minute
Correct Answer: A 🗳️
Explanation: Only visible for TrainingQuiz members. You can sign-up / login (it's free).
Which Cloud Dataflow / Beam feature should you use to aggregate data in an unbounded data source every hour based on the time when the data entered the pipeline?
- A. An event time trigger
- B. An hourly watermark
- C. A processing time trigger
- D. The with Allowed Lateness method
Correct Answer: C 🗳️
Explanation: Only visible for TrainingQuiz members. You can sign-up / login (it's free).
Your company produces 20,000 files every hour. Each data file is formatted as a comma separated values (CSV) file that is less than 4 KB. All files must be ingested on Google Cloud Platform before they can be processed. Your company site has a 200 ms latency to Google Cloud, and your Internet connection bandwidth is limited as 50 Mbps. You currently deploy a secure FTP (SFTP) server on a virtual machine in Google Compute Engine as the data ingestion point. A local SFTP client runs on a dedicated machine to transmit the CSV files as is. The goal is to make reports with data from the previous day available to the executives by 10:00 a.m. each day. This design is barely able to keep up with the current volume, even though the bandwidth utilization is rather low.
You are told that due to seasonality, your company expects the number of files to double for the next three months. Which two actions should you take? (choose two.)
- A. Assemble 1,000 files into a tape archive (TAR) fil
- B. Transmit the TAR files instead, and disassemble the CSV files in the cloud upon receiving them.
- C. Create an S3-compatible storage endpoint in your network, and use Google Cloud Storage Transfer Service to transfer on-premices data to the designated storage bucket.
- D. Introduce data compression for each file to increase the rate file of file transfer.
- E. Contact your internet service provider (ISP) to increase your maximum bandwidth to at least 100 Mbps.
- F. Redesign the data ingestion process to use gsutil tool to send the CSV files to a storage bucket in parallel.
Correct Answer: B,F 🗳️
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. Monitor CPU utilization for the cluste
- B. Use Cloud Dataflow to run your transformation
- C. Locate the bottleneck and adjust cluster resources.
- D. Use the default autoscaling setting for worker instances.
- E. Resize the number of worker nodes in your cluster via the command line.
- F. Monitor the job system lag with Stackdrive
- G. Use Cloud Dataflow to run your transformation
- H. Use the diagnose command to generate an operational output archiv
- I. Use Cloud Dataproc to run your transformation
- J. Use Cloud Dataproc to run your transformation
- K. Configure the job to use non-default Compute Engine machine types when needed.
- L. Monitor the total execution time for a sampling of job
Correct Answer: A 🗳️
When using Cloud Dataproc clusters, you can access the YARN web interface by configuring a browser to connect through a proxy.
- A. HTTPS
- B. SOCKS
- C. VPN
- D. HTTP
Correct Answer: B 🗳️
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