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

Project monitoring dashboard

Topic in 1 exam domain

A dashboard within the monitoring interface that tracks Dataflow jobs at the project level.

Where this appears on the exam

1 objective in 1 of 5 domains

Domain 5
Maintaining and automating data workloads
~18% of exam
1. 5.4Monitoring and troubleshooting processes
  - Manage workloads, such as jobs, queries, and compute capacity (reservations)

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

Project monitoring dashboard

Topic in 1 exam domain

A dashboard within the monitoring interface that tracks Dataflow jobs at the project level.

Where this appears on the exam

1 objective in 1 of 5 domains

Domain 5
Maintaining and automating data workloads
~18% of exam
1. 5.4Monitoring and troubleshooting processes
  - Manage workloads, such as jobs, queries, and compute capacity (reservations)

How learners score on this topic

Last updated October 15, 2026