The official Databricks Certified Machine Learning Associate outline defines 4 domains. The leading three are ML Workflows (19%), Model Deployment (12%), and Databricks Machine Learning (38%). The full list is in the topics section above, and ActualTestsIT's 76 practice questions cover each one.

The Databricks-Machine-Learning-Associate exam is a Databricks certification exam validating the Databricks Certified Machine Learning Associate syllabus shown above. It belongs to these credential paths: Databricks Certified Data Analyst Associate, Databricks Certified Data Engineer Associate. In a crowded 2026 job market, the credential demonstrates ability visibly — and ActualTestsIT prepares candidates with 76 practice questions in PDF, Desktop Test Engine, and Online Test Engine formats.

ActualTestsIT issues a full refund if you take the Databricks Certified Machine Learning Associate exam within 60 days of purchase and do not pass. The policy does not apply if the exam is taken within 3 days of purchase, if the exam was never actually taken, or to free materials or expired orders, and the candidate name must match the payer name. Submit a scan of your enrollment slip and the official Score Report PDF within 2 days of the exam; claims are processed within 7 days. Alternatively, exchange for two free exam products of equal value and keep your original update service. Orders arrive by email within 1 minute — contact support if nothing arrives within 2 hours.

Online proctored or in-person at authorized test centers Register for the Databricks Certified Machine Learning Associate exam through these official channels:

• Official Registration

After booking, ActualTestsIT delivers your practice questions within 1 minute — preparation starts the same day.

The Databricks Certified Machine Learning Associate exam requires Not publicly disclosed to pass, and registration costs USD 200 (plus applicable taxes). A failed attempt means paying the same fee again — a readiness check with the ActualTestsIT engines before booking is the cheaper option.

Three versions of the same study materials: a printable, expert-prepared PDF with free demo download and instant access; a Desktop Test Engine for Windows that simulates the real exam with two practice modes and works offline; and an Online Test Engine for any browser on Windows, Mac, Android, and iOS with test history and performance review. All 76 practice questions are identical across versions. Every purchase includes 365 days of free updates — pushed to you automatically whenever the bank is revised — plus a 50% renewal discount afterward and unlimited computer installations.

The Databricks Certified Machine Learning Associate exam contains 48 to complete within 90 minutes. Timed simulation in the ActualTestsIT Desktop Test Engine teaches that rhythm before exam day does.

Databricks recommends these training resources for the Databricks Certified Machine Learning Associate exam:

• Machine Learning with Databricks
• Databricks Academy

Follow the training with steady self-testing — the 76 practice questions from ActualTestsIT help you apply theory and fill any gaps the training leaves.

No formal prerequisites; 6+ months hands-on Databricks ML experience recommended Since requirements change over time, confirm the latest on the official Databricks exam page before scheduling.