Free Google Professional-Data-Engineer Exam Questions
Absolute Free Professional-Data-Engineer Exam Practice for Comprehensive Preparation
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Google Professional-Data-Engineer Exam Questions
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Provided By: Google
- Exam: Cloud Certified Professional Data Engineer
- Certification: Google Cloud Certified
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Total Questions: 472
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Updated On: Sep 03, 2026
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Rated: 4.9 |
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Online Users: 944
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Question 1
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Which Java SDK class can you use to run your Dataflow programs locally?
Answer: B
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Which Java SDK class can you use to run your Dataflow programs locally?
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Question 2
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A shipping company has live package-tracking data that is sent to an Apache Kafka stream in real time. This is
then loaded into BigQuery. Analysts in your company want to query the tracking data in BigQuery to analyze
geospatial trends in the lifecycle of a package. The table was originally created with ingest-date partitioning.
Over time, the query processing time has increased. You need to implement a change that would improve
query performance in BigQuery. What should you do?
Answer: A
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A shipping company has live package-tracking data that is sent to an Apache Kafka stream in real time. This is
then loaded into BigQuery. Analysts in your company want to query the tracking data in BigQuery to analyze
geospatial trends in the lifecycle of a package. The table was originally created with ingest-date partitioning.
Over time, the query processing time has increased. You need to implement a change that would improve
query performance in BigQuery. What should you do?
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Question 3
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Your software uses a simple JSON format for all messages. These messages are published to Google Cloud
Pub/Sub, then processed with Google Cloud Dataflow to create a real-time dashboard for the CFO. During
testing, you notice that some messages are missing in the dashboard. You check the logs, and all messages are
being published to Cloud Pub/Sub successfully. What should you do next?
Answer: B
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Your software uses a simple JSON format for all messages. These messages are published to Google Cloud
Pub/Sub, then processed with Google Cloud Dataflow to create a real-time dashboard for the CFO. During
testing, you notice that some messages are missing in the dashboard. You check the logs, and all messages are
being published to Cloud Pub/Sub successfully. What should you do next?
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Question 4
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You are developing a data pipeline that will run several data transformation programs on Compute Engine virtual machines. You do not want to use your credentials for authenticating and authorizing these programs. You want to follow Google Cloud recommended practices, how would you authenticate and authorize the data transformation programs?
Answer: B
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You are developing a data pipeline that will run several data transformation programs on Compute Engine virtual machines. You do not want to use your credentials for authenticating and authorizing these programs. You want to follow Google Cloud recommended practices, how would you authenticate and authorize the data transformation programs?
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Question 5
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Which role must be assigned to a service account used by the virtual machines in a Dataproc cluster so they
can execute jobs?
Answer: A
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Which role must be assigned to a service account used by the virtual machines in a Dataproc cluster so they
can execute jobs?