DBX-GAE Databricks · Databricks GenAI Engineer
Databricks Certified Generative AI Engineer Associate. A full practice exam for the Databricks Generative AI Engineer Associate across the whole exam guide: prompt design and structured output, model tasks and chain components, Agent Bricks, chunking, document parsing and retrieval evaluation, re-ranking, guardrails and model selection, MLflow and Agent Framework, Vector Search, Foundation Model APIs and ai_query, MCP servers, the prompt registry, PII and licensing, LLM judges, tracing, inference tables and AI Gateway.
Take the free Databricks Generative AI Engineer Associate diagnostic10 questions, no card needed
3 questions from the free diagnostic, with answers and explanations.
An app must turn a paragraph-long support note into a one-sentence gist. Which model task category should be used to evaluate candidate LLMs?
Answer: A (Text summarization)
Condensing text into a shorter version that keeps its meaning is summarization.
A team wants a chatbot over 3,000 internal policy PDFs, with citations, built quickly with minimal code and improved later with expert feedback. Which Agent Bricks option fits?
Answer: A (Knowledge Assistant)
Knowledge Assistant builds a retrieval-based assistant over documents, with citations, that can be tuned with feedback. Information Extraction pulls structured fields from documents.
A source has 150 million chunk embeddings, but the vector index must hold at most 100 million. Which change reduces the record count?
Answer: A (Use larger chunks with less overlap)
Larger chunks and less overlap both produce fewer chunks per document; smaller chunks or more overlap increase the count, and the embedding model doesn't change it.
Share of practice questions per skill area.
Build generative AI apps on Databricks: data preparation and Vector Search for RAG, chains and agents, evaluation, governance and deployment with Model Serving.
Yes. Create a free account and take the Databricks Generative AI Engineer Associate free diagnostic: 10 questions across every skill area of the exam, with a study plan for the topics to work on. You can retake it as often as you like.
Each full practice test has 45 questions with a 90-minute timer, and you pass at 70%. There are 6 practice tests plus a harder challenge test, with 350 questions in total.
Single choice, multiple select and exhibits (screenshots, diagrams and code), the same formats you meet on the real exam.
No. They are original questions written for ExamKite and mapped to the official Databricks exam guide, never copied from the real exam. Using leaked exam questions breaks the certification provider's exam rules and can get your certification revoked.
More answers in the full FAQ.
Start with the free diagnostic and get a study plan for the topics you miss.
