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HomeCertificationsPMLEExam Domains
Free — No Signup RequiredGoogle Cloud · 2026

PMLE Practice Questions by Domain

The Google Professional Machine Learning Engineer exam is divided into 14 weighted domains. Practice each domain separately to identify weak spots, then drill them until your score improves.

14 exam domains1000+ practice questionsDomain-weighted practice
Exam OverviewPractice TestMock ExamStudy GuideExam Domains

Jump to Domain

Automating and Orchestrating ML PipelinesCollaborating Within and Across Teams to Manage Data and ModelsServing and Scaling ModelsMonitoring ML SolutionsArchitecting Low-Code ML SolutionsScaling Prototypes into ML ModelsScaling prototypes into ML modelsAutomating and orchestrating ML pipelinesCollaborating within and across teams to manage data and modelsArchitecting low-code ML solutionsCollaborating to manage data and modelsServing and scaling modelsMonitoring ML solutionsSolving business challenges with ML
EasyMediumHard
Automating and Orchestrating ML Pipelines

89 questions

Practice 25Browse all →
Collaborating Within and Across Teams to Manage Data and Models

79 questions

Practice 25Browse all →
Serving and Scaling Models

109 questions

Practice 25Browse all →
Monitoring ML Solutions

59 questions

Practice 25Browse all →
Architecting Low-Code ML Solutions

59 questions

Practice 25Browse all →
Scaling Prototypes into ML Models

99 questions

Practice 25Browse all →
Scaling prototypes into ML models

57 questions

Practice 25Browse all →
Automating and orchestrating ML pipelines

51 questions

Practice 25Browse all →
Collaborating within and across teams to manage data and models

45 questions

Practice 25Browse all →
Architecting low-code ML solutions

75 questions

Practice 25Browse all →
Collaborating to manage data and models

57 questions

Practice 25Browse all →
Serving and scaling models

95 questions

Practice 25Browse all →
Monitoring ML solutions

86 questions

Practice 25Browse all →
Solving business challenges with ML

40 questions

Practice 25Browse all →

How to study PMLE by domain

Domain-based practice is the most efficient study method for PMLE. Rather than mixing questions from all topics, focusing on one domain at a time lets you identify exactly where your knowledge gaps are and drill them systematically until you're consistently scoring above 80% in that area.

1. Baseline each domain

Start with 10 questions per domain in order of blueprint weight. Note which domains score below 70% — those get priority.

2. Drill weak domains

For each weak domain, do 20–30 question focused sessions. Read every explanation — not just for wrong answers but for correct ones too.

3. Verify improvement

After a week of targeted drilling, run another 10-question baseline per domain. Confirm scores have improved before moving on.

4. Mixed practice

In the final 2 weeks before your exam, switch to full mixed sessions (50–120 questions) to practice cross-domain recall, which is what the real PMLE tests.

PMLE blueprint — domain weights

Official PMLE Exam Blueprint (2026)

Automating and Orchestrating ML Pipelines
89 questions
Collaborating Within and Across Teams to Manage Data and Models
79 questions
Serving and Scaling Models
109 questions
Monitoring ML Solutions
59 questions
Architecting Low-Code ML Solutions
59 questions
Scaling Prototypes into ML Models
99 questions
Scaling prototypes into ML models
57 questions
Automating and orchestrating ML pipelines
51 questions
Collaborating within and across teams to manage data and models
45 questions
Architecting low-code ML solutions
75 questions
Collaborating to manage data and models
57 questions
Serving and scaling models
95 questions
Monitoring ML solutions
86 questions
Solving business challenges with ML
40 questions

Frequently asked questions

How are PMLE exam questions divided by domain?

The Google Professional Machine Learning Engineer exam covers 14 domains, each with a specific percentage weight in the official Google Cloud blueprint. Higher-weight domains contribute more questions to the real exam, so they deserve more study time proportionally.

Can I practice only one PMLE domain at a time?

Yes — each domain on this page has a "Practice" button that launches a session drawing questions exclusively from that domain. Choose 10, 20, or 30 questions to focus your study on one area at a time.

Which PMLE domain should I study first?

Start with the highest-weight domain since it contributes the most questions to your real exam score. Then work through remaining domains in order of weight.

How many practice questions should I do per PMLE domain?

Do a 10-question baseline session first to identify your starting accuracy. Then do 20–30 question focused sessions until you score consistently above 80% in that domain before moving to the next.

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Track your PMLE domain progress

See which domains need more work, set daily study goals, and benchmark your readiness before exam day.

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