Learning track 1 of 6
Databricks Certified Machine Learning Associate
Current verified credential track. Current Databricks proctored certification with published domain percentages.
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Databricks certification exam prep guides
Prepare for available Databricks data and AI tracks with provider-owned lessons, exam-scoped flashcards, and targeted quiz practice.
Available learning tracks
Certification guides
Reviewed guides include their official sources and review dates. Course guides list the available lessons and practice tools.
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Learning track 2 of 6
Databricks Certified Machine Learning Professional
Current verified credential track. Current Databricks proctored certification with published domain percentages.
Learning track 3 of 6
Databricks Certified Generative AI Engineer Associate
Current verified credential track. Current Databricks proctored certification with published domain percentages.
Learning track 4 of 6
Databricks Certified Context Engineer Associate
Beta credential track. Live beta certification track for the onsite Databricks Data + AI Summit June 16-18, 2026 version, with official exam-guide percentages and beta-result timing.
Learning track 5 of 6
Databricks Generative AI Fundamentals
Official non-exam credential track. Databricks accreditation/course page, not a scored certification blueprint.
Learning track 6 of 6
Databricks AI Agent Fundamentals
Official non-exam credential track. Databricks training catalog accreditation/course page, not a scored certification blueprint.