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GCP · MLE Live on the App Store and Google Play

MLE Google Cloud Professional Machine Learning Engineer

Cloud Certification Practice

Exam update: Questions follow the previous exam outline (six sections, from “Framing ML problems” to “Monitoring, optimizing, and maintaining ML solutions”); update in progress. The domain table on this page shows the current Google exam guide (revised June 1, 2026). Source: Google Cloud Professional Machine Learning Engineer certification page (checked 2026-10-15).

Updated

480
Practice questions
120 min
Exam length
$200
Exam fee (USD)

What is the Google Cloud Professional Machine Learning Engineer (MLE)?

The Google Cloud Professional Machine Learning Engineer (MLE) is a professional-level certification from Google Cloud. This app has 480 original practice questions with detailed explanations, timed practice, and FSRS spaced repetition — all offline. Questions follow the previous exam outline; update in progress.

Professional Machine Learning Engineer exam facts (checked 2026-10-15)

Questions
50–60 (multiple choice and multiple select)
Duration
2 hours
Passing score
Not published by Google
Exam fee
USD 200

Source: Google Cloud Professional Machine Learning Engineer page, checked 2026-10-15. Vendors change fees and exam formats; confirm on the vendor page before you book.

What you'll get

What's in the MLE app

Prepare confidently for the Google Professional ML Engineer (GCP-MLE) exam. GCP-MLE Practice provides hundreds of carefully crafted practice questions.

◆ COMPREHENSIVE COVERAGE • practice sets covering all exam domains

◆ REALISTIC EXAM EXPERIENCE • Timed practice mode • Single and multiple-choice questions in exam format • Exam readiness score to track your progress

◆ SMART STUDY TOOLS • Detailed explanations for every question • Spaced-repetition flashcards powered by FSRS algorithm • Bookmarks for quick review • Personal notes on any question • Per-domain accuracy to identify weak areas

◆ MULTILINGUAL • Available in English, Japanese, Korean, German, and Portuguese

◆ PRIVACY & OFFLINE • Works completely offline — no internet required • No ads, no tracking

Start with free practice sets. Unlock all sets with a one-time purchase.

Screenshots

See the app in action

Exam blueprint

MLE exam guide domains (vendor)

Current domains and weights from the Google Cloud exam guide (checked 2026-10-15), shown as exam information. Questions follow the previous exam outline; update in progress.

Domain Weight
Architecting low-code AI solutions
13%
Collaborating within and across teams to manage data and models
16%
Scaling prototypes into ML models
21%
Serving and scaling models
20%
Automating and orchestrating ML pipelines
18%
Monitoring AI solutions
13%

Domains in this app

Questions follow the previous exam outline; update in progress. Number of questions per domain of the outline the questions were written for (counted from the app's question data on 2026-10-15).

Domain (previous outline) Questions
Automating and orchestrating ML pipelines 144 (30%)
Designing data preparation and processing systems 104 (22%)
Developing ML models 104 (22%)
Architecting ML solutions 59 (12%)
Framing ML problems 54 (11%)
Monitoring, optimizing, and maintaining ML solutions 15 (3%)
Why this app

Why StudyKits for MLE

Practice by domain

Every question is tagged with an exam domain, and per-domain accuracy shows where you are weak.

Detailed explanations

Every question links the answer to the underlying service, doc, or framework — no fluff.

Timed practice

Timed practice sets in exam format (single and multiple choice), with an exam readiness score to track progress.

Fully offline

All questions ship with the app. No network needed after install — study on the subway, on a flight.

Pricing

Free to start. Pro for the full bank.

One-time in-app purchase. No subscription, no auto-renewal.

Free

$0

Forever, no time limit

  • First 3 question sets
  • Detailed explanations
  • Domain-by-domain accuracy
  • No ads, no tracking

Pro

Recommended

One-time

Per certification · price on the App Store / Google Play

  • Full 480 bank
  • Timed exam simulation
  • Spaced-repetition flashcards
  • Bookmarks + personal notes
  • One purchase, no subscription

The price is shown on the App Store and Google Play in your local currency, including tax. Refunds follow the App Store / Google Play refund policy — see Terms.

FAQ

MLE questions, answered

Who is the ML Engineer exam for?
Engineers shipping production ML on GCP. Heavy emphasis on Vertex AI, MLOps, and ML pipelines — not pure research.
What background is recommended?
3+ years of industry experience and 1+ year designing/managing ML solutions on GCP. Python fluency is essential.
How long should I study?
100–140 hours for engineers with prior ML work. More if Vertex AI is new to you.
Is this app available now?
Yes. It is live on the App Store (iPhone, iPad and Mac) and on Google Play (Android) — use the store buttons on this page.
Does coverage include generative AI on Vertex?
Yes — Vertex AI Studio, Gemini integration, and RAG patterns are in scope and covered.
Will the app test ML theory?
Light — enough to recognise a confusion matrix vs ROC curve, choose between regression / classification, etc. Deep theory is out of scope for this Professional cert.
Related reading

Articles about MLE

Up next

Other GCP certifications

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Free to start. Pro is a one-time in-app purchase per certification — see the App Store or Google Play for the price.

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