Try Databricks : Databricks-Generative-AI-Engineer-Associate valid & accurate questions and answers

Updated: Aug 09, 2026

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

TopicDetails
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
  • Application Development: In this topic, Generative AI Engineers learn about tools needed to extract data, Langchain
  • similar tools, and assessing responses to identify common issues. Moreover, the topic includes questions about adjusting an LLM's response, LLM guardrails, and the best LLM based on the attributes of the application.
Topic 4
  • Governance: Generative AI Engineers who take the exam get knowledge about masking techniques, guardrail techniques, and legal
  • licensing requirements in this topic.
Topic 5
  • 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.

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

Databricks Databricks-Generative-AI-Engineer-Associate Exam Overview:

Certification Vendor:Databricks
Exam Name:Databricks Certified Generative AI Engineer Associate
Exam Number:Databricks-Generative-AI-Engineer-Associate
Real Exam Qty:45-60
Related Certifications:Databricks Certified Data Engineer Associate
Databricks Certified Machine Learning Associate
Exam Duration:90 minutes
Certificate Validity Period:2 years
Exam Format:Multiple choice, Multiple select
Available Languages:English
Exam Price:USD 200
Recommended Training:Databricks Academy - Generative AI Courses
Mosaic AI Documentation
Exam Registration:Databricks Certification Portal
Sample Questions:Databricks Databricks-Generative-AI-Engineer-Associate Sample Questions
Exam Way:Online proctored exam
Pre Condition:No strict prerequisites, but experience with Python, machine learning fundamentals, and Databricks platform is recommended.
Official Syllabus URL:https://www.databricks.com/learn/certification

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