{"product_id":"databricks-generative-ai-engineer-associate","title":"Databricks Generative AI Engineer Associate Real Exam Questions","description":"\u003ch5\u003eOverview\u003c\/h5\u003e\n\u003ch2\u003e92 real exam questions for the Databricks Certified Generative AI Engineer Associate.\u003c\/h2\u003e\n\u003cp\u003eThe 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.\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cstrong\u003e92 real exam questions\u003c\/strong\u003e - pulled from the actual GenAI Engineer Associate exam\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eInstant delivery\u003c\/strong\u003e - sent to your email immediately after purchase\u003c\/li\u003e\n\u003cli\u003e\u003cstrong\u003eFree updates every month, forever\u003c\/strong\u003e\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eFull refund if you fail\u003c\/strong\u003e - no questions asked\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003eFail the GenAI Engineer Associate and it's another \u003cstrong\u003eUS$200\u003c\/strong\u003e plus weeks of restudying. This PDF is \u003cstrong\u003eUS$39 - once\u003c\/strong\u003e, with a refund if you fail anyway.\u003c\/p\u003e\n\u003cp\u003e\u003csmall\u003eLast updated: July 2026 - 92 questions\u003c\/small\u003e\u003c\/p\u003e\n\u003ch5\u003eDeep Dive\u003c\/h5\u003e\n\u003cp\u003eThis 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.\u003c\/p\u003e\n\u003cp\u003eThe bank keeps landing on the same seams: \u003cstrong\u003echunking 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.\u003c\/strong\u003e Then evaluation and guardrails - judging output quality, catching leakage, and the mitigations the platform actually offers.\u003c\/p\u003e\n\u003cp\u003eIt'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.\u003c\/p\u003e\n\u003ch5\u003eExam Info\u003c\/h5\u003e\n\u003cp\u003eThe 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.\u003c\/p\u003e\n\u003cp\u003e\u003cstrong\u003eExam topics\u003c\/strong\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eDesigning generative AI applications and selecting components\u003c\/li\u003e\n\u003cli\u003eData preparation - chunking, embeddings, Vector Search\u003c\/li\u003e\n\u003cli\u003eApplication development - RAG pipelines, prompt engineering, agents\u003c\/li\u003e\n\u003cli\u003eAssembling and deploying - Model Serving, endpoints, monitoring\u003c\/li\u003e\n\u003cli\u003eGovernance and evaluation - Unity Catalog, guardrails, quality metrics\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e45 scored questions, 90 minutes, multiple choice, \u003cstrong\u003eUS$200 per attempt\u003c\/strong\u003e, online proctored, valid 2 years.\u003c\/p\u003e\n","brand":"Databricks","offers":[{"title":"Default Title","offer_id":47973434818786,"sku":null,"price":39.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0769\/4644\/0418\/files\/Cover_1.png?v=1783303426","url":"https:\/\/dailydebian.com\/products\/databricks-generative-ai-engineer-associate","provider":"DailyDebian","version":"1.0","type":"link"}