Databricks · Associate

How to pass Databricks Certified Generative AI Engineer Associate (DBX-GENAI)

An independent, practice-first guide: the exam objectives, a study approach that targets your weak areas, and a free diagnostic that tells you when you're ready. Independent prep, not affiliated with Databricks.

A five-step plan to pass DBX-GENAI

1

Find your gaps

Take the free diagnostic. It scores you by domain so you know exactly what to study, before you spend evenings or a cent on the exam.

2

Practice what matters

Work the objectives where practice will move your score most, not the ones you already know. Original questions with explanations that teach.

3

Take mock exams

Test under realistic time and question constraints. Mocks surface pacing problems and weak domains a study guide can't.

4

Do a final review

Tighten your single weakest domain and re-check the never-miss objectives.

5

Schedule when the evidence says so

Use your readiness score and domain results to decide. Walk in prepared, not hopeful.

DBX-GENAI exam objectives

The published blueprint, with domain weights. Practice weighted the way the exam is weighted.

Design Applications

14%
  • Translate requirements into an LLM application design (components, tasks, model selection)
  • Design RAG and multi-stage reasoning application flows

Data Preparation

14%
  • Prepare and chunk data for retrieval (extraction, chunking, embeddings)
  • Build and manage vector search indexes (Databricks Vector Search)

Application Development

30%
  • Develop RAG applications (retrievers, prompts, chains)
  • Apply prompt engineering and control LLM outputs
  • Build tools, agents, and multi-stage LLM chains

Assembling and Deploying Applications

22%
  • Register and deploy models with MLflow and Model Serving
  • Assemble and serve end-to-end GenAI applications and endpoints

Governance

8%
  • Apply governance with Unity Catalog and guardrails (safety, legal, licensing)

Evaluation and Monitoring

12%
  • Evaluate LLM applications (metrics, LLM-as-judge, MLflow evaluate)
  • Monitor deployed GenAI applications (inference tables, drift, feedback)

Common questions

What does the DBX-GENAI exam cover?

Databricks Certified Generative AI Engineer Associate covers 6 domains: Design Applications, Data Preparation, Application Development, Assembling and Deploying Applications, Governance, Evaluation and Monitoring. Each is weighted, so your practice should be weighted the same way.

How do I know when I'm ready for DBX-GENAI?

Use an evidence-based readiness score (knowledge, blueprint coverage, consistency, and recency), not a completion percentage. When it says you're prepared, you are.

Are these practice questions exam dumps?

No. Every question is original and mapped to the published objectives. We never use dumps or leaked material.

Ready to find your DBX-GENAI gaps?

The free diagnostic scores you by domain in about five minutes.

Take the free diagnostic

Related certifications

Skills Tech Certified
SkillsTech Certified AI-Era Software Engineer Associate
AIESE-1
Microsoft
Microsoft Certified: Azure AI Cloud Developer Associate (beta)
AI-200
GitHub
GitHub Copilot
GH-300