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Exam Code:
Databricks-Generative-AI-Engineer-Associate
Exam Name:
Databricks Certified Generative AI Engineer Associate
Last Update: Mar 21, 2026
73 Questions Answers with Explanation Detail
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Total Questions:
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Multiple Choice Questions:
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Databricks Databricks-Generative-AI-Engineer-Associate Exam Dumps FAQs

The Databricks-Generative-AI-Engineer-Associate Exam is a certification that validates your ability to design and implement generative AI solutions using Databricks. It covers various aspects such as data preparation, application development, and model deployment.
The Databricks Certified Generative AI Engineer Associate exam is ideal for data scientists, machine learning engineers, and developers seeking to upskill in Generative AI using Databricks. It validates your ability to design, develop, and deploy LLM (Large Language Model) solutions on Databricks.

The Databricks Certified Generative AI Engineer Associate exam covers a comprehensive range of Generative AI concepts and Databricks-specific tools. Key areas include:

  • Design Applications (14%)
  • Data Preparation (14%)
  • Application Development (30%)
  • Assembling and Deploying Apps (22%)
  • Governance (8%)
  • Evaluation and Monitoring (12%)
The Databricks-Generative-AI-Engineer-Associate exam consists of 45 multiple-choice questions.
The Databricks-Generative-AI-Engineer-Associate exam duration is 90 minutes
You can prepare by reviewing the Databricks Certified Generative AI Engineer Associate guide, taking related training, and practicing with Databricks-Generative-AI-Engineer-Associate exam dumps and Databricks-Generative-AI-Engineer-Associate practice tests available on Marks4sure.

Passing the Databricks-Generative-AI-Engineer-Associate exam proves your proficiency in generative AI and Databricks tools, enhancing your career prospects in AI engineering and data science. Marks4sure helps you achieve Generative AI Engineer Certification with Databricks-Generative-AI-Engineer-Associate real questions and a success guarantee.

Yes, you can retake the exam if you dont pass on your first attempt. Marks4sure provides Databricks-Generative-AI-Engineer-Associate study guide and Databricks-Generative-AI-Engineer-Associate exam dumps that will help you prepare thoroughly for a successful retake.

Databricks Certified Generative AI Engineer Associate Questions and Answers

Questions 1

A Generative Al Engineer is developing a RAG application and would like to experiment with different embedding models to improve the application performance.

Which strategy for picking an embedding model should they choose?

Options:

A.

Pick an embedding model trained on related domain knowledge

B.

Pick the most recent and most performant open LLM released at the time

C.

pick the embedding model ranked highest on the Massive Text Embedding Benchmark (MTEB) leaderboard hosted by HuggingFace

D.

Pick an embedding model with multilingual support to support potential multilingual user questions

Questions 2

A Generative AI Engineer has been asked to build an LLM-based question-answering application. The application should take into account new documents that are frequently published. The engineer wants to build this application with the least cost and least development effort and have it operate at the lowest cost possible.

Which combination of chaining components and configuration meets these requirements?

Options:

A.

For the application a prompt, a retriever, and an LLM are required. The retriever output is inserted into the prompt which is given to the LLM to generate answers.

B.

The LLM needs to be frequently with the new documents in order to provide most up-to-date answers.

C.

For the question-answering application, prompt engineering and an LLM are required to generate answers.

D.

For the application a prompt, an agent and a fine-tuned LLM are required. The agent is used by the LLM to retrieve relevant content that is inserted into the prompt which is given to the LLM to generate answers.

Questions 3

A Generative Al Engineer is creating an LLM-based application. The documents for its retriever have been chunked to a maximum of 512 tokens each. The Generative Al Engineer knows that cost and latency are more important than quality for this application. They have several context length levels to choose from.

Which will fulfill their need?

Options:

A.

context length 514; smallest model is 0.44GB and embedding dimension 768

B.

context length 2048: smallest model is 11GB and embedding dimension 2560

C.

context length 32768: smallest model is 14GB and embedding dimension 4096

D.

context length 512: smallest model is 0.13GB and embedding dimension 384

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