The Certified MLOps Professional (CMOP) is an intermediate, vendor-neutral certification for the engineers who take machine learning from a notebook to reliable production. It validates that you can build reproducible data and feature pipelines, track experiments and manage a model registry, deploy and serve models with safe rollouts, monitor for drift and retrain with proper gates, and run it all with CI/CD, governance and reliability. The exam is computer adaptive and performance-based, and the credential is kept current through continuing education.
| Level | Intermediate. A professional credential: it assumes some ML, data or software experience and tests operating ML in production. |
|---|---|
| Delivery model | Computer adaptive, three stages. Your score on each stage selects the difficulty of the next, so no two candidates sit the same paper. |
| Format | 80 questions. A performance-based exam that includes performance-based questions and multiple-choice questions. Concepts transfer across every ML platform and tool. |
| Time | 120 minutes for the whole exam, timed. Autosaves every answer. |
| Scoring | You need a score of 700 out of 900 to pass. Results are reported on a scale of 100 to 900, and 700 corresponds to answering 72% of the exam correctly. Harder questions carry more weight, so a score means the same thing on any route. Multiple-response items and PBQs are all or nothing. |
| Retakes | No waiting period after a failed first attempt. Every attempt is paid for at the exam price. See the CertLabz Certification Retake Policy. |
| Voucher validity | 12 months from purchase, for one sitting. |
| Certification validity | 3 years. Renew with 50 CEUs per cycle and the $35 annual CE fee, or pass the current exam. Renewal details. |
| Language | English. |
| Credential | PDF certificate with QR code, public verification page, LinkedIn-ready credential ID. Issuer: CertLabz Certification Board. |
| Free resources | The exam objectives PDF and the ten sample questions PDF. |
| Workforce mapping | NICE Framework work roles: Secure Systems Development (DD-WRL-004), Systems Administration (IO-WRL-005). O*NET occupations: Software Developers (15-1252.00), Data Scientists (15-2051.00). Self-declared by CertLabz, not reviewed by NIST or CISA. See the full mapping. |
A signed, verifiable:
The CMOP is a performance-based exam: it includes performance-based questions alongside multiple-choice questions. Instead of only picking A, B, C or D, you order the ML lifecycle, match drift types to what they are, choose a serving decision, and sequence a safe retraining loop. It is computer adaptive, is proctored and timed, needs no mandatory course, and tests running ML in production rather than reciting tools.
Reproducible data pipelines, feature stores, validation and versioning that prevent skew and leakage.
Experiment tracking, model registry, evaluation gates and rollback with full lineage.
Batch and online serving, containerization, and canary, shadow and blue-green rollouts.
Drift detection, gated retraining, CI/CD, reliability and audit-ready governance.
Most ML value is won or lost in production, and engineers who can operationalize models reliably are in intense demand. Every route is shown here at once, so nothing is hidden behind a control you have to find.
United States pay reported by Glassdoor, checked September 2026. Pay varies by location, employer and experience. No certification guarantees a salary or a job.
| CertLabz CMOP | AWS ML Engineer Associate | Databricks ML Associate | |
|---|---|---|---|
| What it is | Certification exam | Certification exam | Certification exam |
| Computer adaptive | Yes | No | No |
| Hands-on PBQs | Yes | No | No |
| Scope | MLOps, vendor neutral | ML on AWS | ML on Databricks |
| Vendor neutral | Yes | No | No |
| Proctored | Yes | Yes | Yes |
| Questions | 80 | 65 | 45 |
| Time | 120 min | 130 min | 90 min |
| Pass mark | 700 of 900 | 720/1000 | Not published |
| Course required | No | No | No |
| Exam voucher | $149 | $150 | $200 |
Compiled September 2026 from the AWS Machine Learning Engineer Associate and Databricks Machine Learning Associate pages. Those are single-platform exams; the CMOP is vendor neutral. Product names and trademarks belong to their owners; CertLabz is not affiliated with any of them. Confirm current details with each provider.
Six reasons this credential is worth your time, and worth an employer's attention.
One price for the exam, set by its level. Bundles add the study guide and hands-on practice at a saving.
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Every form is drawn from a bank of more than 90 items to these exact weights, whichever adaptive route you take. Filter by the area you want to study.
The exam runs in three stages. Your score on each stage selects the difficulty of the next, so a strong candidate is stretched and a struggling one is measured fairly rather than swamped. No two candidates sit the same paper. Harder questions carry more weight, so a scaled score means the same thing whichever route you took.
Each exam can have up to 5 to 12 performance-based questions, drawn fresh on every attempt, alongside the multiple-choice questions. A PBQ is a task rather than a list: you order the lifecycle, match drift types, choose a serving decision, or sequence a retraining loop. They are scored all or nothing, so partial guesses do not pass.
Yes. Pipelines, feature stores, registries and serving are described generically. Where a question involves a component, it is described by what it does, not by one platform's name.
No. MLOps is about operationalizing models reliably, not inventing algorithms. Familiarity with the ML lifecycle helps; deep research skills are not required.
700 out of 900. Results are reported on a scale of 100 to 900, and 700 corresponds to answering 72% of the exam correctly.
There is no waiting period between a failed first attempt and a second attempt. Buy another voucher and sit the exam again when you are ready, and it will draw a fresh adaptive form from the bank. See the CertLabz Certification Retake Policy.
Yes, after three years. Keep it current by logging 50 CEUs during the cycle and paying the $35 annual CE fee before expiry, or by passing the current exam again.
The exam objectives PDF and the ten sample questions PDF. The CMOP Official Study Guide is a $50 ebook, included in two of the bundles. Hands-on practice comes with the All Access plan, included in the Complete bundle.
A laptop or desktop with a webcam and microphone, Chrome, Edge or Firefox, a stable connection, and a quiet private room for two hours. Phones and tablets are not supported.
CMOP is a continuing-education certification, like the CE credentials from CompTIA and ISC2. It is valid for three years from the day you pass. To keep it, log 50 continuing-education units during the cycle and pay the $35 annual CE fee before your expiry date. Or pass the current version of the exam again. Earning a higher-level CertLabz certification renews it too, the way CompTIA certifications stack.
CEUs are logged from your CertLabz dashboard with supporting evidence. A certification that lapses can be reinstated only by passing the current exam.
Buy a voucher, study the objectives, sit the exam when you are ready. Your credential is issued the moment you pass.