Databricks Databricks-Generative-AI-Engineer-Associate dumps torrent : Databricks Certified Generative AI Engineer Associate

Exam Code: Databricks-Generative-AI-Engineer-Associate
Exam Name: Databricks Certified Generative AI Engineer Associate
Updated: Oct 10, 2026 Q & A: 94 Questions and Answers

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Databricks Databricks-Generative-AI-Engineer-Associate Exam Syllabus Topics:

Topic	Details
Topic 1	Data Preparation: Generative AI Engineers covers a chunking strategy for a given document structure and model constraints. The topic also focuses on filter extraneous content in source documents. Lastly, Generative AI Engineers also learn about extracting document content from provided source data and format.
Topic 2	Assembling and Deploying Applications: In this topic, Generative AI Engineers get knowledge about coding a chain using a pyfunc mode, coding a simple chain using langchain, and coding a simple chain according to requirements. Additionally, the topic focuses on basic elements needed to create a RAG application. Lastly, the topic addresses sub-topics about registering the model to Unity Catalog using MLflow.
Topic 3	Evaluation and Monitoring: This topic is all about selecting an LLM choice and key metrics. Moreover, Generative AI Engineers learn about evaluating model performance. Lastly, the topic includes sub-topics about inference logging and usage of Databricks features.
Topic 4	Governance: Generative AI Engineers who take the exam get knowledge about masking techniques, guardrail techniques, and legal licensing requirements in this topic.

Reference: https://www.databricks.com/learn/certification/genai-engineer-associate

Databricks Certified Generative AI Engineer Associate Sample Questions:

Question #1

A small and cost-conscious startup in the cancer research field wants to build a RAG application using Foundation Model APIs.
Which strategy would allow the startup to build a good-quality RAG application while being cost-conscious and able to cater to customer needs?

A. Pick a smaller LLM that is domain-specific
B. Limit the number of queries a customer can send per day
C. Use the largest LLM possible because that gives the best performance for any general queries
D. Limit the number of relevant documents available for the RAG application to retrieve from

Reveal Solution Discussion 0

Correct Answer: A 🗳️