Overview
92 real exam questions for the Databricks Certified Generative AI Engineer Associate.
The questions you've seen on my YouTube channel come from this PDF - but I only share 20 to 30% of the bank publicly. This is the complete set: every question from the actual exam, word for word.
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92 real exam questions - pulled from the actual GenAI Engineer Associate exam
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Instant delivery - sent to your email immediately after purchase
- Free updates every month, forever
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Full refund if you fail - no questions asked
Fail the GenAI Engineer Associate and it's another US$200 plus weeks of restudying. This PDF is US$39 - once, with a refund if you fail anyway.
Last updated: July 2026 - 92 questions
Deep Dive
This is the LLM exam with a platform accent: knowing RAG theory gets you halfway, and the other half is knowing which Databricks component does it.
The bank keeps landing on the same seams: chunking strategy and embedding choice for Vector Search, Model Serving versus Foundation Model APIs versus external models, MLflow for prompt and model tracking, and what Unity Catalog governs in a GenAI pipeline. Then evaluation and guardrails - judging output quality, catching leakage, and the mitigations the platform actually offers.
It's the hottest cert in the Databricks line and pairs with the Data Engineer Associate bank for the same buyers. This PDF has 92 real questions from the actual exam on the current blueprint.
Exam Info
The Databricks Certified Generative AI Engineer Associate validates building production GenAI solutions on Databricks - RAG applications, Vector Search, Model Serving, MLflow, and governance with Unity Catalog. Valid 2 years.
Exam topics
- Designing generative AI applications and selecting components
- Data preparation - chunking, embeddings, Vector Search
- Application development - RAG pipelines, prompt engineering, agents
- Assembling and deploying - Model Serving, endpoints, monitoring
- Governance and evaluation - Unity Catalog, guardrails, quality metrics
45 scored questions, 90 minutes, multiple choice, US$200 per attempt, online proctored, valid 2 years.
