


EXAM SIMULATOR, NOT A VIDEO COURSE. Every minute here is spent on exam-style questions: timed like the real exam, scored like the real exam, and reviewed option by option. Use it after you have studied, to find out whether you are ready and exactly where you would lose marks.
WHY THESE EXAMS
DISCLAIMER: Databricks and Mosaic AI are trademarks of Databricks, Inc. This course is not endorsed by, affiliated with or sponsored by Databricks. It contains no official or confidential exam content. Every question was written from the publicly available exam guide and the official product documentation. Nothing is copied from the real exam or from anyone else's practice tests.
WHAT YOU GET. Four full length practice exams of 45 questions each, the same number of scored questions the real Databricks Certified Generative AI Engineer Associate exam asks inside its 90 minute time limit. That is 135 original questions in total. Each exam follows the weighting of the six sections in the current exam guide: Design Applications, Data Preparation, Application Development, Assembling and Deploying Applications, Governance, and Evaluation and Monitoring. Every question is tagged with its section, so after each attempt you can see exactly which area is costing you marks.
HOW THE QUESTIONS ARE WRITTEN. Most questions put you inside a realistic scenario: a retrieval augmented generation app that returns stale answers, a chunking strategy that breaks tables apart, an agent that needs guardrails before it reaches production, an evaluation run that shows poor groundedness. You pick the best action, the way the real exam asks. Some questions are multiple selection, as on the real exam. Every option has its own explanation, so you learn why the wrong answers are wrong, not only which one is right.
WHO THIS IS FOR. Data engineers, ML engineers and developers who build generative AI solutions on the Databricks platform with Vector Search, Model Serving, the Agent Framework, MLflow and Unity Catalog, and who want to test their readiness before paying for the exam.
The pass mark in these practice exams is 70 percent. Databricks does not publish its passing score, so treat 80 percent or more here as a comfortable signal that you are ready.