New Year Special 75% Discount offer - Ends in 0d 00h 00m 00s - Coupon code: 75brite

Google Updated Professional-Data-Engineer Exam Questions and Answers by arnie

Page: 10 / 16

Google Professional-Data-Engineer Exam Overview :

Exam Name: Google Professional Data Engineer Exam
Exam Code: Professional-Data-Engineer Dumps
Vendor: Google Certification: Google Cloud Certified
Questions: 387 Q&A's Shared By: arnie
Question 40

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?

Options:

A.

PCollection

B.

Transform

C.

Pipeline

D.

Sink API

Discussion
Question 41

You work for a mid-sized enterprise that needs to move its operational system transaction data from an on-premises database to GCP. The database is about 20 TB in size. Which database should you choose?

Options:

A.

Cloud SQL

B.

Cloud Bigtable

C.

Cloud Spanner

D.

Cloud Datastore

Discussion
Question 42

Your team is building a data lake platform on Google Cloud. As a part of the data foundation design, you are planning to store all the raw data in Cloud Storage You are expecting to ingest approximately 25 GB of data a day and your billing department is worried about the increasing cost of storing old data. The current business requirements are:

• The old data can be deleted anytime

• You plan to use the visualization layer for current and historical reporting

• The old data should be available instantly when accessed

• There should not be any charges for data retrieval.

What should you do to optimize for cost?

Options:

A.

Create the bucket with the Autoclass storage class feature.

B.

Create an Object Lifecycle Management policy to modify the storage class for data older than 30 days to nearline, 90 days to coldline. and 365 days to archive storage class. Delete old data as needed.

C.

Create an Object Lifecycle Management policy to modify the storage class for data older than 30 days to coldline, 90 days to nearline. and 365 days to archive storage class Delete old data as needed.

D.

Create an Object Lifecycle Management policy to modify the storage class for data older than 30 days to nearlme. 45 days to coldline. and 60 days to archive storage class Delete old data as needed.

Discussion
Ilyas
Definitely. I felt much more confident and prepared because of the Cramkey Dumps. I was able to answer most of the questions with ease and I think that helped me to score well on the exam.
Saoirse Dec 20, 2025
That's amazing. I'm glad you found something that worked for you. Maybe I should try them out for my next exam.
Ari
Can anyone explain what are these exam dumps and how are they?
Ocean Dec 20, 2025
They're exam preparation materials that are designed to help you prepare for various certification exams. They provide you with up-to-date and accurate information to help you pass your exams.
Ayesha
They are study materials that are designed to help students prepare for exams and certification tests. They are basically a collection of questions and answers that are likely to appear on the test.
Ayden Dec 2, 2025
That sounds interesting. Why are they useful? Planning this week, hopefully help me. Can you give me PDF if you have ?
River
Hey, I used Cramkey Dumps to prepare for my recent exam and I passed it.
Lewis Dec 22, 2025
Yeah, I used these dumps too. And I have to say, I was really impressed with the results.
Question 43

Each analytics team in your organization is running BigQuery jobs in their own projects. You want to enable each team to monitor slot usage within their projects. What should you do?

Options:

A.

Create a Stackdriver Monitoring dashboard based on the BigQuery metric query/scanned_bytes

B.

Create a Stackdriver Monitoring dashboard based on the BigQuery metric slots/allocated_for_project

C.

Create a log export for each project, capture the BigQuery job execution logs, create a custom metric based on the totalSlotMs, and create a Stackdriver Monitoring dashboard based on the custom metric

D.

Create an aggregated log export at the organization level, capture the BigQuery job execution logs, create a custom metric based on the totalSlotMs, and create a Stackdriver Monitoring dashboard based on the custom metric

Discussion
Page: 10 / 16
Title
Questions
Posted

Professional-Data-Engineer
PDF

$26.25  $104.99

Professional-Data-Engineer Testing Engine

$31.25  $124.99

Professional-Data-Engineer PDF + Testing Engine

$41.25  $164.99