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Google Data Engineer : GCP-DE
- Exam Code: GCP-DE
- Exam Name: Data Engineer
- Updated: Sep 12, 2026
- Q & A: 77 Questions and Answers
About Google GCP-DE Exam
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Google GCP-DE Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Ingesting and processing data | 25% | - Transforming data
|
| Topic 2: Maintaining and automating data workloads | 18% | - Automation and optimization
|
| Topic 3: Designing data processing systems | 24% | - Designing data pipelines
|
| Topic 4: Storing and managing data | 20% | - Optimizing storage performance and cost
|
| Topic 5: Preparing data for analysis and machine learning | 13% | - Preparing data for ML
|
Google Data Engineer Sample Questions:
Question #1
For the best possible performance, what is the recommended zone for your Compute Engine instance and Cloud Bigtable instance?
- A. Have the Cloud Bigtable instance to be in the same zone as all of the consumers of your data.
- B. Have both the Compute Engine instance and the Cloud Bigtable instance to be in the same zone.
- C. Have the Compute Engine instance in the furthest zone from the Cloud Bigtable instance.
- D. Have both the Compute Engine instance and the Cloud Bigtable instance to be in different zones.
Correct Answer: B 🗳️
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Question #2
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 subscription/num_undelivered_messages for the source and a rate of change increase of instance/storage/used_bytes 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 instance/storage/used_bytes for the source and a rate of change increase of subscription/num_undelivered_messages for the destination
Correct Answer: B 🗳️
Question #3
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. Create a view on the table to present to the virtualization tool.
- B. Create an additional table with only the necessary columns.
- C. Export the data into a Google Sheet for virtualization.
- D. Create identity and access management (IAM) roles on the appropriate columns, so only they appear in a query.
Correct Answer: A 🗳️
Question #4
You receive data files in CSV format monthly from a third party. You need to cleanse this data, but every third month the schema of the files changes. Your requirements for implementing these transformations include:
Executing the transformations on a schedule
Enabling non-developer analysts to modify transformations
Providing a graphical tool for designing transformations
What should you do?
- A. The Python code should be stored in a revision control system and modified as the incoming data's schema changes
- B. Merge the transformed tables together with a SQL query
- C. Use Cloud Dataprep to build and maintain the transformation recipes, and execute them on a scheduled basis
- D. Load each month's CSV data into BigQuery, and write a SQL query to transform the data to a standard scheme
- E. Help the analysts write a Cloud Dataflow pipeline in Python to perform the transformatio
- F. Use Apache Spark on Cloud Dataproc to infer the schema of the CSV file before creating a Dataframe.Then implement the transformations in Spark SQL before writing the data out to Cloud Storage and loading into BigQuery
Correct Answer: E 🗳️
Question #5
What Dataflow concept determines when a Window's contents should be output based on certain criteria being met?
- A. Windows
- B. Sessions
- C. OutputCriteria
- D. Triggers
Correct Answer: D 🗳️
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