certification

Databricks Certified Machine Learning Professional

RoleMath DifficultyRigor 37Barrier 36two cited lenses · profile below

Source-cited RoleMath page about Databricks Certified Machine Learning Professional.

Check if you’re ready ↓

Researched by RoleMath Research. Every figure on this page traces to the official source shown next to it.

A stretch credential — plan for real background first.

Databricks Machine Learning Professional assumes more background than a first-cert candidate typically has. Building hands-on practice first is the more efficient path; the domains below are your study map. RoleMath Difficulty methodology

Who this certification is designed for

The vendor’s stated audience, plus an honest fit for your starting point. No pass rates, no guarantees.

Per Databricks: Course attendance and one year of hands-on Databricks experience are highly recommended. Databricks Machine Learning Professional — official vendor page

◐ Reach — conditions apply

None required; related training/course attendance recommended. It remains a reach for a new learner because the cited background recommendation is: Course attendance and one year of hands-on Databricks experience are highly recommended.

Eligibility source Recommended background and registration boundary Official credential page Official eligibility source Official exam structure source

Funding to check: exam and prep costs may be reachable through vouchers, WIOA, Workforce Pell, GI Bill, or employer education assistance — eligibility depends on your location, provider, and status. Compare funding options →

Difficulty profile

A cited estimate of what the exam requires, split into two honest lenses — not one number, not a pass rate. RoleMath Difficulty methodology

Exam rigor (the test itself)36.8

4 of 4 cited signals · Moderate confidence

Barrier from zero (background it assumes)35.8

6 of 6 cited signals · Moderate confidence

These are exam-structure lenses, not a pass rate or anything about you.

Cost & upkeep

Exam fee plus what it takes to keep it — the recurring cost most pages hide.

3-year self-study cost
$200

No ROI math here — we never compare cost to a salary. training;renewal still needs verification. See the full cost breakdown →

Skills measured

The official objective domains and their exam weight — titles & weights only, straight from the vendor’s exam objectives. Databricks Machine Learning Professional — official vendor page

Model DevelopmentPlain-English orientation: use this as the topic area to study for Model Development. The official objectives define the exact vendor tasks.Official exam objectives (2026-06-26)
ML OpsPlain-English orientation: use this as the topic area to study for ML Ops. The official objectives define the exact vendor tasks.Official exam objectives (2026-06-26)
Model DeploymentPlain-English orientation: use this as the topic area to study for Model Deployment. The official objectives define the exact vendor tasks.Official exam objectives (2026-06-26)

This vendor does not publish exam-domain weightings, so the domains are shown unweighted.

Prerequisites

What's required vs merely recommended — stated plainly.

“Recommended” is the vendor’s guidance, not a gate — you can register today.

Optional · about 2 minutes

Not sure if Databricks Machine Learning Professional is the right next step for you?

Answer a few quick questions and we’ll map your background against the exam’s published domains and the vendor’s recommended prep — a study order and a sequencing read, not a score or a pass prediction. Everything you need to decide is already above; open this only if you want a personalized plan.

Every figure on this page, sourced

The claims above trace to these records — the source, and when it was last checked. If a figure has no row here, we did not publish it.

IDSupportsSourceChecked
SCHEMA-CIT-1Schema citationMachine Learning Professional Certification PageLogged in source packet
SCHEMA-CIT-2Schema citationOfficial Databricks weighted objective sourceLogged in source packet

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