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

Concept

BigQuery Resource Admin

Topic in 1 exam domain

Also called: roles/bigquery.resourceAdmin

A predefined IAM role granting permissions to list all jobs and retrieve metadata on any job.

Where this appears on the exam

1 objective in 1 of 5 domains

Domain 4
Preparing and using data for analysis
~15% of exam
1. 4.1Preparing data for visualization
  - BigQuery features for business intelligence (e.g., BI Engine, materialized views)

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

Concept

BigQuery Resource Admin

Topic in 1 exam domain

Also called: roles/bigquery.resourceAdmin

A predefined IAM role granting permissions to list all jobs and retrieve metadata on any job.

Where this appears on the exam

1 objective in 1 of 5 domains

Domain 4
Preparing and using data for analysis
~15% of exam
1. 4.1Preparing data for visualization
  - BigQuery features for business intelligence (e.g., BI Engine, materialized views)

How learners score on this topic

Last updated October 15, 2026

Where this appears on the exam

Related topics

How learners score on this topic

Where this appears on the exam

Related topics

How learners score on this topic