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

migration assessment

Topic in 1 exam domain

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migration assessment · Feature · BigQuery
Migration assessment · Concept · Data warehouse migration

Also called: BigQuery Migration Assessment for Amazon Redshift Serverless

An evaluation tool that assesses the feasibility and potential benefits of migrating a data warehouse to BigQuery.

Where this appears on the exam

1 subdomain in 1 of 5 domains

Domain 1
Designing data processing systems
~22% of exam
1. 1.4Designing data migrations
  - Analyzing current stakeholder needs, users, processes, and technologies, and creating a plan to get to desired state

How learners score on this topic

Last updated October 23, 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

migration assessment

Topic in 1 exam domain

X LinkedIn Facebook Reddit

migration assessment · Feature · BigQuery
Migration assessment · Concept · Data warehouse migration

Also called: BigQuery Migration Assessment for Amazon Redshift Serverless

An evaluation tool that assesses the feasibility and potential benefits of migrating a data warehouse to BigQuery.

Where this appears on the exam

1 subdomain in 1 of 5 domains

Domain 1
Designing data processing systems
~22% of exam
1. 1.4Designing data migrations
  - Analyzing current stakeholder needs, users, processes, and technologies, and creating a plan to get to desired state

How learners score on this topic

Last updated October 23, 2026