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 feature

Row-level access controls

Topic in 1 exam domain

Also called: row controls

A fine-grained security control in BigQuery that restricts access to specific rows in a table based on user attributes or data values.

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. 4.3Sharing data
  - Publishing datasets

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 feature

Row-level access controls

Topic in 1 exam domain

Also called: row controls

A fine-grained security control in BigQuery that restricts access to specific rows in a table based on user attributes or data values.

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. 4.3Sharing data
  - Publishing datasets

How learners score on this topic

Last updated October 15, 2026