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Google Professional-Data-Engineer Exam With Confidence Using Practice Dumps

Exam Code:
Professional-Data-Engineer
Exam Name:
Google Professional Data Engineer Exam
Certification:
Google Cloud Certified
Vendor:
Google
Questions:
400
Last Updated:
May 10, 2026
Exam Status:
Stable
Google Professional-Data-Engineer

Professional-Data-Engineer: Google Cloud Certified Exam 2025 Study Guide Pdf and Test Engine

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Google Professional Data Engineer Exam Questions and Answers

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Question 1

You need to deploy additional dependencies to all of a Cloud Dataproc cluster at startup using an existing initialization action. Company security policies require that Cloud Dataproc nodes do not have access to the Internet so public initialization actions cannot fetch resources. What should you do?

Options:

A.

Deploy the Cloud SQL Proxy on the Cloud Dataproc master

B.

Use an SSH tunnel to give the Cloud Dataproc cluster access to the Internet

C.

Copy all dependencies to a Cloud Storage bucket within your VPC security perimeter

D.

Use Resource Manager to add the service account used by the Cloud Dataproc cluster to the Network User role

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Question 2

You are deploying a new storage system for your mobile application, which is a media streaming service. You decide the best fit is Google Cloud Datastore. You have entities with multiple properties, some of which can take on multiple values. For example, in the entity ‘Movie’ the property ‘actors’ and the property ‘tags’ have multiple values but the property ‘date released’ does not. A typical query would ask for all movies with actor= ordered by date_released or all movies with tag=Comedy ordered by date_released. How should you avoid a combinatorial explosion in the number of indexes?

Options:

A.

Option A

B.

Option B.

C.

Option C

D.

Option D

Question 3

Which Java SDK class can you use to run your Dataflow programs locally?

Options:

A.

LocalRunner

B.

DirectPipelineRunner

C.

MachineRunner

D.

LocalPipelineRunner

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