Vendor
Databricks exams
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- Exams
- 7
- Questions
- 1,457
Question sets
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Certification paths
How the certifications fit together
Associate
Foundational technical skills
- Data Engineer AssociateDATA-ENG-ASSOC
- Data Analyst AssociateDATA-ANALYST-ASSOCIATE
- Machine Learning AssociateML-ASSOC
- Generative AI Engineer AssociateGEN-AI-ENG
- Associate Developer for Apache SparkAPACHE-SPARK-DEVELOPER
Professional
Advanced production-grade skills
- Data Engineer ProfessionalDATA-ENG-PRO
- Machine Learning ProfessionalML-PRO
What changed
The timeline
- 2024-08-01
Official retirement of the Hadoop Migration Architect certification.
- 2025-01-01
Consolidation of certification tracks into Data Engineering, Data Analytics, Machine Learning, and Generative AI.
- September 30, 2025
Machine Learning Professional guide current
- October 30, 2025
Data Analyst Associate guide current
- October 30, 2025
Spark guide now live
- November 30, 2025
Data Engineer Professional guide current
- December 12, 2025
Platform Administrator track replaces Unity Catalog course
- December 12, 2025
Unity Catalog course retires from Data Engineer path
- March 18, 2026
GEN AI guide now uses final March-2026 PDF
- May 4, 2026
Data Engineer Associate guide adds domain weights in a replacement PDF
- May 4, 2026
Data Engineer Associate guide now live
- July 3, 2026
Data Engineer Professional guide updated to
- October 9, 2026
Data Engineer Professional exam changes
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View Apache-Spark-Developer