Databricks Certified Generative AI Engineer Practice Exams

Are you preparing for the Databricks Certified Generative AI Engineer Associate exam? This practice test course was built by an engineer who recently passed the actual exam — and the questions reflect what you will actually face on test day.Unlike generic question dumps, this course features 150 carefully crafted questions across 3 progressive practice exams — designed to build your confidence from foundational concepts to the trickiest scenario-based questions the real exam throws at you.What Makes This Course DifferentWritten by someone who passed the real exam. These questions are modeled on the actual exam's style, difficulty, and topic distribution. You will not find generic AI trivia here — every question reflects what Databricks actually tests.3-tier progressive difficulty:Practice Exam 1 — Foundational (50 Questions): Core concepts, terminology, and straightforward application. Tests whether you know what each Databricks tool does.Practice Exam 2 — Intermediate (50 Questions): Scenario-based questions with code snippets, multi-constraint problems, and trap questions where the obvious answer is wrong. Tests whether you can apply your knowledge to real engineering decisions.Practice Exam 3 — Advanced (50 Questions): Complex multi-concept scenarios combining retrieval + governance + deployment, diagnostic metric interpretation, guardrail failure analysis, and subtle edge cases. Tests whether you can think critically under pressure.Every question links to official Databricks documentation. Each explanation includes the specific Databricks doc page and topic name so you can deep-dive into any concept you find challenging.Exact exam domain weight coverage:Design Applications — 1