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

CI/CD tools

Topic in 1 exam domain

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Tools used to manage Kubernetes resources; they may cause contention with Cloud Service Mesh if they attempt to remove NEG annotations.

Where this appears on the exam

1 subdomain in 1 of 5 domains

Domain 1
Designing data processing systems
~22% of exam
1. 1.1Designing for security and compliance
  - Multi-environment use cases (development vs. production)

How learners score on this topic

Last updated October 24, 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

CI/CD tools

Topic in 1 exam domain

X LinkedIn Facebook Reddit

Tools used to manage Kubernetes resources; they may cause contention with Cloud Service Mesh if they attempt to remove NEG annotations.

Where this appears on the exam

1 subdomain in 1 of 5 domains

Domain 1
Designing data processing systems
~22% of exam
1. 1.1Designing for security and compliance
  - Multi-environment use cases (development vs. production)

How learners score on this topic

Last updated October 24, 2026

Where this appears on the exam

Related topics

Works with

Configures

How learners score on this topic

Where this appears on the exam

Related topics

Works with

Configures

How learners score on this topic