Free Professional-Data-Engineer Mock Exam – Practice Online Confidently

Increase your chances of passing the Google Professional-Data-Engineer exam questions on your first try. Practice with our free online Professional-Data-Engineer exam mock test designed to help you prepare effectively and confidently.

Exam Code: Professional-Data-Engineer
Exam Questions: 472
Cloud Certified Professional Data Engineer
Updated: 04 Jan, 2026
Question 1

You want to archive data in Cloud Storage. Because some data is very sensitive, you want to use the “Trust No One” (TNO) approach to encrypt your data to prevent the cloud provider staff from decrypting your data. What should you do?

Options :
Answer: B

Question 2

A team of data scientists has been using an on-premises cluster running Hadoop and HBase. They want to migrate to a managed service in Google Cloud. They also want to minimize changes to programs that make extensive use of the HBase API. What GCP service would you recommend?

Options :
Answer: A

Question 3

You are designing a data warehouse in BigQuery to analyze sales data for a telecommunication serviceprovider. You need to create a data model for customers, products, and subscriptions All customers, products,and subscriptions can be updated monthly, but you must maintain a historical record of all data. You plan touse the visualization layer for current and historical reporting. You need to ensure that the data model issimple, easy-to-use. and cost-effective. What should you do?

Options :
Answer: D

Question 4

When you store data in Cloud Bigtable, what is the recommended minimum amount of stored data?

Options :
Answer: C

Question 5

You receive data files in CSV format monthly from a third party. You need to cleanse this data, but every thirdmonth the schema of the files changes. Your requirements for implementing these transformations include:Executing the transformations on a scheduleEnabling non-developer analysts to modify transformationsProviding a graphical tool for designing transformationsWhat should you do?

Options :
Answer: D

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