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Databricks Certified Generative AI Engineer Associate DATABRICKS-CERTIFIED-GENERATIVE-AI-ENGINEER-ASSOCIATE

100 real Databricks DATABRICKS-CERTIFIED-GENERATIVE-AI-ENGINEER-ASSOCIATE questions with answers checked by certified engineers. Start free, upgrade when you are ready.

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Questions
100
Exam code
DATABRICKS-CERTIFIED-GENERATIVE-AI-ENGINEER-ASSOCIATE
Last updated
Sep 30, 2026
Language
English
Certification
Databricks Certified Generative AI Engineer Associate
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DATABRICKS-CERTIFIED-GENERATIVE-AI-ENGINEER-ASSOCIATE sample questions

2 questions from the DATABRICKS-CERTIFIED-GENERATIVE-AI-ENGINEER-ASSOCIATE practice set, with the answer and explanation.

  1. Question 1
    A team wants a retrieval-augmented assistant over internal policy PDFs on Databricks. Which design choice most directly reduces unsupported answers?
    • A.
      Grounding prompts with passages retrieved from a Mosaic AI Vector Search index
    • B.
      Raising the sampling temperature so the answers are more varied
    • C.
      Fine-tuning a base model from scratch on the policy documents instead of using retrieval
    • D.
      Increasing the maximum output tokens so the assistant can write longer answers
    Show answer

    Correct answer:

    • A.
      Grounding prompts with passages retrieved from a Mosaic AI Vector Search index

    Explanation

    Retrieval grounding gives the model the source passages it should answer from, which is the most direct control over unsupported answers. Raising temperature makes outputs less predictable, which tends to increase hallucination rather than reduce it. Training from scratch is costly and still cannot track documents that change, so it is not the first remedy.
  2. Question 2
    A single MERGE INTO statement on a Delta table can update matched rows, insert unmatched rows and delete rows in one atomic commit.
    • A.
      True
    • B.
      False
    Show answer

    Correct answer:

    • A.
      True

    Explanation

    The statement is true. MERGE INTO matches source rows against target rows and applies updates, inserts and deletes as one transaction. INSERT OVERWRITE is the tempting alternative, but it replaces the table contents rather than matching keys, so it is not an upsert.
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We help aspirants prepare for the Databricks certification exam without spending money on preparation materials. Many candidates download the DATABRICKS-CERTIFIED-GENERATIVE-AI-ENGINEER-ASSOCIATE Databricks Certified Generative AI Engineer Associate practice questions PDF here. You can easily download Databricks DATABRICKS-CERTIFIED-GENERATIVE-AI-ENGINEER-ASSOCIATE PDF practice questions for free. If you have any questions about the exam product, you can view the comments. You can also publish comments about DATABRICKS-CERTIFIED-GENERATIVE-AI-ENGINEER-ASSOCIATE exam questions in PDF format.
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DATABRICKS-CERTIFIED-GENERATIVE-AI-ENGINEER-ASSOCIATE FAQ

What is the Databricks DATABRICKS-CERTIFIED-GENERATIVE-AI-ENGINEER-ASSOCIATE exam?

DATABRICKS-CERTIFIED-GENERATIVE-AI-ENGINEER-ASSOCIATE is the Databricks Certified Generative AI Engineer Associate exam. The exam runs for 90 minutes.

How many questions are in the DATABRICKS-CERTIFIED-GENERATIVE-AI-ENGINEER-ASSOCIATE practice set?

The full DATABRICKS-CERTIFIED-GENERATIVE-AI-ENGINEER-ASSOCIATE practice set has 100 questions with answers.

Can I try DATABRICKS-CERTIFIED-GENERATIVE-AI-ENGINEER-ASSOCIATE practice questions for free?

Yes. This page has 2 free DATABRICKS-CERTIFIED-GENERATIVE-AI-ENGINEER-ASSOCIATE PDF files shared by other candidates, and a free online test engine where you can answer DATABRICKS-CERTIFIED-GENERATIVE-AI-ENGINEER-ASSOCIATE questions in your browser. No account is needed.

What formats are the DATABRICKS-CERTIFIED-GENERATIVE-AI-ENGINEER-ASSOCIATE practice questions available in?

DATABRICKS-CERTIFIED-GENERATIVE-AI-ENGINEER-ASSOCIATE practice questions are available in these formats: PDF and Online Practice Exam. You can also get them together in a bundle.

How much does DATABRICKS-CERTIFIED-GENERATIVE-AI-ENGINEER-ASSOCIATE practice material cost?

DATABRICKS-CERTIFIED-GENERATIVE-AI-ENGINEER-ASSOCIATE practice material starts from $49 USD.

Are these the actual DATABRICKS-CERTIFIED-GENERATIVE-AI-ENGINEER-ASSOCIATE exam questions?

No. They are exam-style practice questions written from the official DATABRICKS-CERTIFIED-GENERATIVE-AI-ENGINEER-ASSOCIATE exam objectives, not actual exam content.

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