Databricks study guides¶
Guides are grouped by editorial learning level, then sorted naturally by exam code. These levels are wayfinding aids, not vendor-issued designations. The collections section offers a second, overlapping view based on what you want to learn.
Intermediate, associate, and specialty¶
Role-based and specialty guides that assume practical product or platform experience.
DATABRICKS-ASSOCIATE-DEVELOPER-APACHE-SPARK
Databricks Certified Associate Developer for Apache Spark
Official objectives checked 2026-10-28
DATABRICKS-DATA-ANALYST-ASSOCIATE
Databricks Certified Data Analyst Associate
Official objectives checked 2026-10-28
DATABRICKS-DATA-ENGINEER-ASSOCIATE
Databricks Certified Data Engineer Associate
Official objectives checked 2026-10-28
DATABRICKS-GENERATIVE-AI-ENGINEER-ASSOCIATE
Databricks Certified Generative AI Engineer Associate
Official objectives checked 2026-10-28
DATABRICKS-MACHINE-LEARNING-ASSOCIATE
Databricks Certified Machine Learning Associate
Official objectives checked 2026-10-28
Expert and professional¶
Advanced architecture, leadership, and professional certifications for experienced practitioners.
DATABRICKS-DATA-ENGINEER-PROFESSIONAL
Databricks Certified Data Engineer Professional
Official objectives checked 2026-10-28
DATABRICKS-MACHINE-LEARNING-PROFESSIONAL
Databricks Certified Machine Learning Professional
Official objectives checked 2026-10-28