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

budgets

Topic in 3 exam domains

X LinkedIn Facebook Reddit

budgets · Feature
budgets · Concept · budgets of billing accounts

Also called: Google Cloud budget

A billing mechanism to track actual Google Cloud costs against planned costs and send spending alerts.

Where this appears on the exam

3 subdomains in 1 of 5 domains

Domain 5
Maintaining and automating data workloads
~18% of exam
1. 5.1Optimizing resources
  - Minimizing costs per required business need for data
2. 5.4Monitoring and troubleshooting processes
  - Monitoring planned usage
  - Troubleshooting error messages, billing issues, and quotas

How learners score on this topic

Last updated November 2, 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

budgets

Topic in 3 exam domains

X LinkedIn Facebook Reddit

budgets · Feature
budgets · Concept · budgets of billing accounts

Also called: Google Cloud budget

A billing mechanism to track actual Google Cloud costs against planned costs and send spending alerts.

Where this appears on the exam

3 subdomains in 1 of 5 domains

Domain 5
Maintaining and automating data workloads
~18% of exam
1. 5.1Optimizing resources
  - Minimizing costs per required business need for data
2. 5.4Monitoring and troubleshooting processes
  - Monitoring planned usage
  - Troubleshooting error messages, billing issues, and quotas

How learners score on this topic

Last updated November 2, 2026