Big 11.11 Sale Limited Time 65% Discount Offer - Ends in 0d 00h 00m 00s - Coupon code: get65

Page: 1 / 17

Google Cloud Certified Google Professional Data Engineer Exam

Google Professional Data Engineer Exam

Last Update Nov 12, 2025
Total Questions : 387

To help you prepare for the Professional-Data-Engineer Google exam, we are offering free Professional-Data-Engineer Google exam questions. All you need to do is sign up, provide your details, and prepare with the free Professional-Data-Engineer practice questions. Once you have done that, you will have access to the entire pool of Google Professional Data Engineer Exam Professional-Data-Engineer test questions which will help you better prepare for the exam. Additionally, you can also find a range of Google Professional Data Engineer Exam resources online to help you better understand the topics covered on the exam, such as Google Professional Data Engineer Exam Professional-Data-Engineer video tutorials, blogs, study guides, and more. Additionally, you can also practice with realistic Google Professional-Data-Engineer exam simulations and get feedback on your progress. Finally, you can also share your progress with friends and family and get encouragement and support from them.

Questions 2

You are planning to use Cloud Storage as pad of your data lake solution. The Cloud Storage bucket will contain objects ingested from external systems. Each object will be ingested once, and the access patterns of individual objects will be random. You want to minimize the cost of storing and retrieving these objects. You want to ensure that any cost optimization efforts are transparent to the users and applications. What should you do?

Options:

A.  

Create a Cloud Storage bucket with Autoclass enabled.

B.  

Create a Cloud Storage bucket with an Object Lifecycle Management policy to transition objects from Standard to Coldline storage class if an object age reaches 30 days.

C.  

Create a Cloud Storage bucket with an Object Lifecycle Management policy to transition objects from Standard to Coldline storage class if an object is not live.

D.  

Create two Cloud Storage buckets. Use the Standard storage class for the first bucket, and use the Coldline storage class for the second bucket. Migrate objects from the first bucket to the second bucket after 30 days.

Discussion 0
Questions 3

Your company currently runs a large on-premises cluster using Spark Hive and Hadoop Distributed File System (HDFS) in a colocation facility. The duster is designed to support peak usage on the system, however, many jobs are batch n nature, and usage of the cluster fluctuates quite dramatically.

Your company is eager to move to the cloud to reduce the overhead associated with on-premises infrastructure and maintenance and to benefit from the cost savings. They are also hoping to modernize their existing infrastructure to use more servers offerings m order to take advantage of the cloud Because of the tuning of their contract renewal with the colocation facility they have only 2 months for their initial migration How should you recommend they approach thee upcoming migration strategy so they can maximize their cost savings in the cloud will still executing the migration in time?

Options:

A.  

Migrate the workloads to Dataproc plus HOPS, modernize later

B.  

Migrate the workloads to Dataproc plus Cloud Storage modernize later

C.  

Migrate the Spark workload to Dataproc plus HDFS, and modernize the Hive workload for BigQuery

D.  

Modernize the Spark workload for Dataflow and the Hive workload for BigQuery

Discussion 0
Inaaya
Are these Dumps worth buying?
Fraser Oct 5, 2025
Yes, of course, they are necessary to pass the exam. They give you an insight into the types of questions that could come up and help you prepare effectively.
Lennox
Something Special that they provide a comprehensive overview of the exam content. They cover all the important topics and concepts, so you can be confident that you are well-prepared for the test.
Aiza Oct 12, 2025
That makes sense. What makes Cramkey Dumps different from other study materials?
Inaya
Passed the exam. questions are valid. The customer support is top-notch. They were quick to respond to any questions I had and provided me with all the information I needed.
Cillian Oct 9, 2025
That's a big plus. I've used other dump providers in the past and the customer support was often lacking.
Cody
I used Cramkey Dumps to prepare and a lot of the questions on the exam were exactly what I found in their study materials.
Eric Oct 26, 2025
Really? That's great to hear! I used Cramkey Dumps too and I had the same experience. The questions were almost identical.
Questions 4

You are designing a data processing pipeline. The pipeline must be able to scale automatically as load increases. Messages must be processed at least once, and must be ordered within windows of 1 hour. How should you design the solution?

Options:

A.  

Use Apache Kafka for message ingestion and use Cloud Dataproc for streaming analysis.

B.  

Use Apache Kafka for message ingestion and use Cloud Dataflow for streaming analysis.

C.  

Use Cloud Pub/Sub for message ingestion and Cloud Dataproc for streaming analysis.

D.  

Use Cloud Pub/Sub for message ingestion and Cloud Dataflow for streaming analysis.

Discussion 0
Questions 5

You have a streaming pipeline that ingests data from Pub/Sub in production. You need to update this streaming pipeline with improved business logic. You need to ensure that the updated pipeline reprocesses the previous two days of delivered Pub/Sub messages. What should you do?

Choose 2 answers

Options:

A.  

Use Pub/Sub Seek with a timestamp.

B.  

Use the Pub/Sub subscription clear-retry-policy flag.

C.  

Create a new Pub/Sub subscription two days before the deployment.

D.  

Use the Pub/Sub subscription retain-asked-messages flag.

E.  

Use Pub/Sub Snapshot capture two days before the deployment.

Discussion 0
Title
Questions
Posted

Professional-Data-Engineer
PDF

$36.75  $104.99

Professional-Data-Engineer Testing Engine

$43.75  $124.99

Professional-Data-Engineer PDF + Testing Engine

$57.75  $164.99