Professional Data Engineer

Build and operate the data processing systems behind analytics and ML on Google Cloud, including BigQuery, Dataflow, and Pub/Sub, and track your readiness for the Professional Data Engineer exam.

Advanced

Prepare and test your skills

Advanced

Prepare and test your skills

Google Cloud service

Cloud IAM

Topic in 1 exam domain

Google Cloud's identity and access management system used to manage permissions and enforce least privilege.

Where this appears on the exam

1 objective in 1 of 5 domains

Domain 3
Storing the data
~20% of exam
1. 3.3Using a data lake
  - Monitoring the data lake

How learners score on this topic

Last updated October 15, 2026

Professional Data Engineer

Build and operate the data processing systems behind analytics and ML on Google Cloud, including BigQuery, Dataflow, and Pub/Sub, and track your readiness for the Professional Data Engineer exam.

Advanced

Prepare and test your skills

Advanced

Prepare and test your skills

Google Cloud service

Cloud IAM

Topic in 1 exam domain

Google Cloud's identity and access management system used to manage permissions and enforce least privilege.

Where this appears on the exam

1 objective in 1 of 5 domains

Domain 3
Storing the data
~20% of exam
1. 3.3Using a data lake
  - Monitoring the data lake

How learners score on this topic

Last updated October 15, 2026

Where this appears on the exam

Related topics

Works with

Used by

Secures

How learners score on this topic

Where this appears on the exam

Related topics

Works with

Used by

Secures

How learners score on this topic