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Free Databricks-Certified-Generative-AI-Engineer-Associate Mock Exam – Practice Online Confidently

Increase your chances of passing the Databricks Databricks-Certified-Generative-AI-Engineer-Associate exam questions on your first try. Practice with our free online Databricks-Certified-Generative-AI-Engineer-Associate exam mock test designed to help you prepare effectively and confidently.

Exam Code: Databricks-Certified-Generative-AI-Engineer-Associate
Exam Questions: 150
Databricks Certified Generative AI Engineer Associate
Updated: 26 Nov, 2025
Question 1

As a Gen AI engineer, you’re tasked with monitoring your AI system to ensure it performs effectively and cost-efficiently. Which of the following scenarios best represents an effective monitoring strategy for diagnosing potential issues in your AI model?

Options :
Answer: B

Question 2

A Generative AI Engineer is creating an LLM-powered application that will need access to up-to-date news articles and stock prices. The design requires the use of stock prices which are stored in Delta tables and finding the latest relevant news articles by searching the internet. How should the Generative AI Engineer architect their LLM system?  

Options :
Answer: D

Question 3

You are developing an AI application that needs to handle and generate diverse types of content for an interactive storytelling platform. The platform must integrate text and images seamlessly, allowing users to generate stories with accompanying visuals. Which of the following approaches best leverages Multi-Model Architectures for this scenario?

Options :
Answer: C

Question 4

Which benefits of Databricks Model Serving contribute to improving efficiency in managing machine learning models in production?

Options :
Answer: E

Question 5

As a Gen AI engineer developing an intelligent system that integrates various external tools and APIs, which statement best describes the role of agents?

Options :
Answer: D

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