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

Storage Intelligence advisor

Topic in 2 exam domains

Also called: advisor

A feature that identifies anomalies such as spikes in rate-limited 429 request errors based on historical baselines and offers recommendations.

Where this appears on the exam

2 objectives in 1 of 5 domains

Domain 3
Storing the data
~20% of exam
1. 3.1Selecting storage systems
2. 3.3Using a data lake
  - Managing the lake (configuring data discovery, access, and cost controls)

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

Storage Intelligence advisor

Topic in 2 exam domains

Also called: advisor

A feature that identifies anomalies such as spikes in rate-limited 429 request errors based on historical baselines and offers recommendations.

Where this appears on the exam

2 objectives in 1 of 5 domains

Domain 3
Storing the data
~20% of exam
1. 3.1Selecting storage systems
2. 3.3Using a data lake
  - Managing the lake (configuring data discovery, access, and cost controls)

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