📋 2026 Edition · Updated November 2026

Databricks Certified Generative AI Engineer Associate Study Guide 2026

Q: How long does it take to prepare for the Databricks Certified Generative AI Engineer Associate exam?

Most candidates with relevant background take 4-8 weeks studying 1-2 hours daily. Beginners may need longer depending on their current knowledge and experience.

Q: What is included in the Databricks Certified Generative AI Engineer Associate study guide?

The study guide covers the exam syllabus, domain-wise topics, study roadmap, preparation strategy, exam tips and links to practice, mock exams, readiness testing and other preparation resources.

Q: Is this Databricks Certified Generative AI Engineer Associate study guide enough to pass the exam?

The study guide is designed to organize your preparation around the exam syllabus and domains. Candidates should also use practice questions and timed simulations to test their ability to apply what they have learned.

Q: Can beginners use this Databricks Certified Generative AI Engineer Associate study guide?

Yes. The guide can be used to understand the exam domains, identify the topics to study and follow a structured preparation roadmap.

Q: How many practice questions should I do?

There is no universal number that guarantees readiness. Focus on understanding why answers are correct or incorrect and use timed practice to identify gaps in your preparation.

Q: How can I identify my weak areas?

Use the Edureify readiness diagnostic to assess your preparation and identify weaker exam domains before deciding where to spend additional study time.

Complete exam coverage for the Databricks Certified Generative AI Engineer Associate: syllabus, domains, key topics, study plan and practical exam preparation strategy.

Questions

90 min

Duration

Pass/Fail (passing percentage not published)

Passing score

Domains

Start Practice Test & Get My Study Plan Take Readiness Diagnostic

Your readiness score - take the free diagnostic to unlock your personalised analysis

Overall readiness (locked)

Design Applications

Data Preparation

Application Development

Assembling and Deploying Applications

Governance

Evaluation and Monitoring

Run 10-Minute Free Diagnostic →

Exam at a Glance

Databricks Certified Generative AI Engineer Associate Exam Overview

Key facts about the Databricks Certified Generative AI Engineer Associate exam structure, format and scoring.

🆔

databricks-genai-engineer-associate

Exam code

📝

45 questions

Total questions

⏱

90 minutes

Duration

🎯

Pass/Fail (passing percentage not published)

Passing score

📋

6 domains

Exam domains

🏆

Certification

Credential type

ℹ️

Scoring method: Databricks reports a pass/fail result and does not publish a passing percentage on the exam page or guide. The exam may include up to 10 unidentified unscored items that do not affect the result; extra time is already built into the limit.. The exam may include unscored pilot questions - treat every question seriously.

Focus Areas

What should you study for the Databricks Certified Generative AI Engineer Associate exam?

Start with the domains that make up the Databricks Certified Generative AI Engineer Associate exam. Use the detailed syllabus below to work through the individual topics.

⚠️

Common mistake: Candidates often memorise terminology but struggle with scenario-based questions. Focus on when to use what, not just what exists.

🔐

Design Applications (14%)

Translating requirements into prompts, chains, tools and agent designs.

🏗

Data Preparation (14%)

Preparing, chunking and storing source content for retrieval.

⚡

Application Development (30%)

Building, guarding and selecting models and components for LLM apps.

💰

Assembling and Deploying Applications (22%)

Packaging, registering, serving and integrating LLM applications.

🔄

Governance (8%)

Applying guardrails, masking and legal checks to GenAI data and apps.

📊

Evaluation and Monitoring (12%)

Measuring quality, cost and behaviour of deployed LLM apps.

Full Syllabus

Databricks Certified Generative AI Engineer Associate Exam Syllabus and Topics

The Databricks Certified Generative AI Engineer Associate exam is divided into 6 domains. Each domain covers specific skills and topics. Expand a domain to see the detailed syllabus.

Prompt and Chain Design

Prompts that enforce a response format

Selecting model tasks for business needs

Choosing chain components for inputs and outputs

Mapping business goals to pipeline inputs and outputs

Agentic Design

Defining and ordering tools for multi-stage reasoning

When to use Agent Bricks (Knowledge Assistant, Multi-Agent Supervisor)

Agent Bricks Information Extraction

Translating requirements into agent tool calls

~6 questions

14 marks

14% of exam weight

Chunking and Extraction

Chunking by document structure and model limits

Filtering extraneous content

Python packages for document extraction

Advanced chunking strategies

Retrieval Readiness

Writing chunks to Unity Catalog Delta tables

Selecting source documents for quality

Retrieval evaluation metrics

Role of re-ranking

~6 questions

14 marks

14% of exam weight

Prompting and Guardrails

Augmenting prompts with retrieved context

Shaping output with prompt design

Implementing LLM guardrails

Qualitative assessment of response quality and safety

Model Selection

Selecting an LLM for application attributes

Embedding model context length

Using model cards and hubs

Choosing models from experiment metrics

Agent Frameworks

LangChain and similar frameworks

MLflow and Mosaic AI Agent Framework

Multi-agent systems using Genie spaces

Evaluation vs. monitoring phases

~14 questions

30 marks

30% of exam weight

Packaging and Registration

pyfunc chains with pre- and post-processing

Model signatures and input examples

Registering models to Unity Catalog with MLflow

Prompt version control

Serving and Retrieval

Model Serving endpoints and resource access

Foundation Model APIs

Creating and querying Mosaic AI Vector Search indexes

Batch inference with ai_query()

Integration and CI/CD

Managed, external and custom MCP servers

Persistent memory datastores

CI/CD for indexes, prompts and components

User interfaces via Databricks Apps, Slack or Teams

~10 questions

22 marks

22% of exam weight

Guardrails

Masking as a guardrail

Guardrails against malicious user inputs

Prompt injection risks

Filtering unsafe outputs

Data and Legal Governance

Licensing requirements of data sources

Legal requirements for source data

Alternatives for problematic source text

Unity Catalog governance of GenAI assets

~4 questions

8 marks

8% of exam weight

Evaluation

MLflow evaluation with scorers and tracing

Custom Scorers for agents and LLMs

Judges that require ground truth

Incorporating SME feedback

Monitoring

Inference tables and Agent Monitoring

AI Gateway usage tracking and rate limits

Key metrics for deployments

Controlling LLM costs

~5 questions

12 marks

12% of exam weight

Study Plan

Databricks Certified Generative AI Engineer Associate Structured Study Roadmap

Choose a preparation timeline based on how much time you have available. For a plan based on your actual readiness and weak domains, use the personalised Edureify study experience. Get My Training Plan →

Weeks 1-2

Core Services + Highest-Weighted Domain

Deep-dive into the most heavily tested domain. Spend more time here when its exam weight is significantly higher.

Official exam guideDomain 1 completeCore conceptsPractice questions

Week 3

Domain 2 - Hands-on Practice

Focus on scenario-based study and reinforce concepts through practical application where applicable.

Domain 2Scenario walkthroughsHands-on practicePractice questions

Week 4

Domain 3 - Deeper Concepts

Work through complex concepts and decision scenarios.

Domain 3Scenario drillsPractice examReview

Week 5

Remaining Domains + Weak Area Targeting

Identify your weaker domains and spend focused time closing those gaps.

Remaining domainsDiagnosticTargeted reviewStudy notes

Week 6

Full Simulations + Final Preparation

Use timed simulations to test your preparation and review the reasoning behind incorrect answers.

Full mock examsWrong-answer reviewFinal reviewExam logistics

Exam Strategy

Tips to pass Databricks Certified Generative AI Engineer Associate on your first attempt

Practical advice for applying what you know, managing questions and preparing for exam conditions.

🗓

Application Development (30%) and Assembling and Deploying Applications (22%) dominate - build and serve a pyfunc RAG chain registered in Unity Catalog.

🔍

Practise Mosaic AI Vector Search index creation and know how chunk size and overlap change embedding counts, latency and cost.

⏭

Know MLflow evaluation in detail: scorers, tracing, which judges need ground truth, and inference tables.

📊

Study the agent topics in the current guide: Agent Bricks, MCP servers and Genie spaces in multi-agent systems.

🔁

Some items are multiple-selection, so read each stem for how many answers are required.

Recommended Resources

Databricks Certified Generative AI Engineer Associate Study Resources

Use a focused set of resources alongside the study guide rather than trying to study from everything available.

Official

Official Exam Guide

Start with the authoritative exam objectives and blueprint.

→ Vendor website

Practice Tests

Databricks Certified Generative AI Engineer Associate Practice Test

Practice questions with explanations and domain-level performance analysis.

→ Start free practice test

Mock Exam

Databricks Certified Generative AI Engineer Associate Mock Exam

Timed preparation under realistic exam-style conditions.

→ Take free mock exam

Training

Databricks Certified Generative AI Engineer Associate Certification Training

Structured preparation with personalised learning support and adaptive practice.

→ Databricks Certified Generative AI Engineer Associate certification online training

AI Tutor

Databricks Certified Generative AI Engineer Associate AI Tutor

Get help understanding concepts and work on weak areas with AI-powered learning support.

→ Try Databricks Certified Generative AI Engineer Associate AI tutor

Reference

Databricks Certified Generative AI Engineer Associate Cheat Sheet

Quick-reference summaries for final revision.

→ Get free cheat sheet

Diagnostic

Databricks Certified Generative AI Engineer Associate Readiness Test

Assess your preparation and identify weaker exam domains.

→ Check my readiness

⚠️

Avoid brain dumps. Sites selling real or stolen exam questions may violate certification-provider rules and can leave candidates studying outdated material.

Reviews

What candidates say after passing

FAQ

Frequently asked questions about Databricks Certified Generative AI Engineer Associate

How long does it take to prepare for the Databricks Certified Generative AI Engineer Associate exam?

Most candidates with relevant background can structure their preparation over several weeks, depending on their existing knowledge, available study time and exam difficulty. Use the study roadmap above as a starting point and use the readiness diagnostic to identify where you need more preparation.

What is included in the Databricks Certified Generative AI Engineer Associate study guide?

The guide covers the exam overview, domains, detailed syllabus and topics, study roadmap, exam preparation tips and links to practice, mock, readiness, cheat-sheet, AI Tutor and training resources.

Is this Databricks Certified Generative AI Engineer Associate study guide enough to pass the exam?

The guide is designed to organize your preparation around the exam syllabus. You should combine it with practice questions and timed simulations so that you can test both your knowledge and your ability to apply it.

Can beginners use this Databricks Certified Generative AI Engineer Associate study guide?

Yes. Start with the exam overview and domain breakdown, then work through the detailed topics using the study roadmap. Candidates with less experience may need additional time for foundational concepts.

How can I identify my weak areas?

Take the Edureify readiness diagnostic to assess your preparation and identify the domains where you need to focus more.

How does AI improve my preparation?

Edureify AI can help explain concepts, identify weaker areas from practice performance and support a more personalised preparation process.

Ready to prepare for Databricks Certified Generative AI Engineer Associate?

Find your weak areas and build a more focused preparation plan.

Start My Free Diagnostic →

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Databricks Certified Generative AI Engineer Associate Study Guide 2026

Databricks Certified Generative AI Engineer Associate Exam Overview

What should you study for the Databricks Certified Generative AI Engineer Associate exam?

Databricks Certified Generative AI Engineer Associate Exam Syllabus and Topics

Know if you'll pass Databricks Certified Generative AI Engineer Associate before exam day

Databricks Certified Generative AI Engineer Associate Structured Study Roadmap

Tips to pass Databricks Certified Generative AI Engineer Associate on your first attempt

Databricks Certified Generative AI Engineer Associate Study Resources

What candidates say after passing

Frequently asked questions about Databricks Certified Generative AI Engineer Associate

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