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

lineage tracking

Topic in 1 exam domain

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The practice of tracking and understanding the complete journey of models, components, data, code, and relative evaluation metrics across the generative AI chain.

Where this appears on the exam

1 subdomain in 1 of 5 domains

Domain 4
Preparing and using data for analysis
~15% of exam
1. 4.3Sharing data
  - Defining rules to share data

How learners score on this topic

Last updated October 21, 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

lineage tracking

Topic in 1 exam domain

X LinkedIn Facebook Reddit

The practice of tracking and understanding the complete journey of models, components, data, code, and relative evaluation metrics across the generative AI chain.

Where this appears on the exam

1 subdomain in 1 of 5 domains

Domain 4
Preparing and using data for analysis
~15% of exam
1. 4.3Sharing data
  - Defining rules to share data

How learners score on this topic

Last updated October 21, 2026