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Google Cloud Certified Google Professional Data Engineer Exam

Google Professional Data Engineer Exam

Last Update Feb 27, 2026
Total Questions : 400

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Questions 2

Flowlogistic is rolling out their real-time inventory tracking system. The tracking devices will all send package-tracking messages, which will now go to a single Google Cloud Pub/Sub topic instead of the Apache Kafka cluster. A subscriber application will then process the messages for real-time reporting and store them in Google BigQuery for historical analysis. You want to ensure the package data can be analyzed over time.

Which approach should you take?

Options:

A.  

Attach the timestamp on each message in the Cloud Pub/Sub subscriber application as they are received.

B.  

Attach the timestamp and Package ID on the outbound message from each publisher device as they are sent to Clod Pub/Sub.

C.  

Use the NOW () function in BigQuery to record the event’s time.

D.  

Use the automatically generated timestamp from Cloud Pub/Sub to order the data.

Discussion 0
Questions 3

Flowlogistic’s management has determined that the current Apache Kafka servers cannot handle the data volume for their real-time inventory tracking system. You need to build a new system on Google Cloud Platform (GCP) that will feed the proprietary tracking software. The system must be able to ingest data from a variety of global sources, process and query in real-time, and store the data reliably. Which combination of GCP products should you choose?

Options:

A.  

Cloud Pub/Sub, Cloud Dataflow, and Cloud Storage

B.  

Cloud Pub/Sub, Cloud Dataflow, and Local SSD

C.  

Cloud Pub/Sub, Cloud SQL, and Cloud Storage

D.  

Cloud Load Balancing, Cloud Dataflow, and Cloud Storage

Discussion 0
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Questions 4

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 thedata 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?

Options:

A.  

Export the data into a Google Sheet for virtualization.

B.  

Create an additional table with only the necessary columns.

C.  

Create a view on the table to present to the virtualization tool.

D.  

Create identity and access management (IAM) roles on the appropriate columns, so only they appear in a query.

Discussion 0
Questions 5

You work for a large ecommerce company. You are using Pub/Sub to ingest the clickstream data to Google Cloud for analytics. You observe that when a new subscriber connects to an existing topic to analyze data, they are unable to subscribe to older data for an upcoming yearly sale event in two months, you need a solution that, once implemented, will enable any new subscriber to read the last 30 days of data. What should you do?

Options:

A.  

Create a new topic, and publish the last 30 days of data each time a new subscriber connects to an existing topic.

B.  

Set the topic retention policy to 30 days.

C.  

Set the subscriber retention policy to 30 days.

D.  

Ask the source system to re-push the data to Pub/Sub, and subscribe to it.

Discussion 0
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