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Databricks Certified Generative AI Engineer Associate validates that you can design and implement LLM-enabled solutions on Databricks: decomposing the problem, choosing models and tools, preparing data for RAG, building chains and agents, deploying them with Model Serving, governing them with Unity Catalog, and evaluating and monitoring them with MLflow.
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Question bank updated on October 5, 2026
Before a wider rollout, a Generative AI Engineer wants non-technical subject-matter experts to chat with a prototype agent, give feedback on its answers and record what a correct answer should look like, all without writing code. Which Databricks capability should be used?
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A timed 90-minute simulation, weighted by domain.
Practice domain by domain, with no time pressure.
The official syllabus organized with summaries and progress tracking.
The CertifyDeck Databricks Generative AI Engineer Associate practice test includes 265+ original exam questions written from the official Databricks Certified Generative AI Engineer Associate skills outline, each with the correct answer explained and available in English and Spanish.
Practice by domain with a free online test, take a timed 90-minute mock exam weighted like the real test and review your mistakes. Start for free, no sign-up or credit card, and try the practice test before deciding.
Databricks Generative AI Engineer Associate sample questions with answers and explanations
Official weighting per domain. Start for free, no sign-up.
AI, data and ML engineers with about six months of hands-on practice building generative AI applications on Databricks, with Python and working knowledge of LangChain, MLflow and Vector Search.
Databricks Certified Generative AI Engineer Associate checks that you can design and implement LLM-enabled applications on Databricks: decomposing the problem, choosing models and tools, and building and deploying RAG applications, chains and agents.
The March 2026 exam guide has six sections: design applications (14%), data preparation (14%), application development (30%), assembling and deploying applications (22%), governance (8%), and evaluation and monitoring (12%).
Data and retrieval: chunking strategies, document extraction, Delta tables in Unity Catalog, Mosaic AI Vector Search, hybrid search and re-ranking. Development: prompt design, choosing an LLM and an embedding model, guardrails, and agents with MLflow and Agent Framework, including Agent Bricks, Genie and MCP servers.
Deployment and operations: pyfunc models, registering to Unity Catalog, Model Serving and Foundation Model APIs, ai_query() for batch inference, prompt version control and CI/CD. Evaluation: MLflow judges and scorers, tracing, inference tables, AI Gateway and cost control.
Databricks recommends about six months of hands-on practice and its Generative AI Engineering courses. Questions describe a situation with concrete constraints (latency, cost, document format, governance) and ask for the best of four options that all look workable.
Start free to check your level and practice by section. The mock exam mirrors the real one: 45 questions in 90 minutes.
Official source: Official Databricks Generative AI Engineer Associate exam guide
CertifyDeck is an independent study platform and is not affiliated with, endorsed by, or sponsored by Databricks. Databricks Generative AI Engineer Associate and its related marks belong to their respective owner.
It has 45 scored multiple-choice or multiple-selection questions and lasts 90 minutes. It may also include unscored questions.
The registration fee is USD 200. CertifyDeck does not sell the exam, only the preparation: you can start for free and full access is a one-off fee.
None are required. Databricks recommends about six months of hands-on experience with the tasks in the exam guide.
Two years. To recertify you take the full exam that is live at that time.
No. They are original questions written from the official exam guide and the public Databricks and MLflow documentation; we do not use leaked exam content.
Yes. You can start for free with no sign-up or card: Databricks Generative AI Engineer Associate practice questions with explanations, a free online test by domain and published sample questions with answers. Full access to the whole bank and the timed mock exam is a one-off payment.
Not yet: Databricks currently offers Databricks Generative AI Engineer Associate in English only. On CertifyDeck you can practice in Spanish or English so you master the terminology before the real exam.
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