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Databricks GenAI Mini-Lab

PREPARATION GUIDE · 2026

Databricks Generative AI Engineer Associate study guide

Mini-Lab format, access and preparation resources.

Target certification badge: Databricks Certified Generative AI Engineer Associate

What you can use without registering

36 Study mode questions, free without signing up, with immediate feedback and no timer.

Open public Study mode · Read the 36 questions with answers

57total mock questions
45scored · 12 experimental
90 mintime limit

The official Databricks guide specifies 45 scored questions and 90 minutes; it may add unscored items and additional time. It does not fix the total at 57 or exactly 12 experimental items: those figures describe our Mini-Lab. Check the official details.

What full access includes

The full Mini-Lab mock has 57 questions in 90 minutes: 45 scored and 12 experimental. You will not know which questions count until you finish. The 200-question bank and full mock exam require a verified email; access remains free during this phase. Subscribing to updates is optional.

Includes the 200-question bank, Guide with examples, Syllabus, Glossary, Notebook, cross-device progress, history and post-mock feedback.

Open the full Guide with my account

Certification domains

  • Application Design · 14 %
  • Data Preparation · 14 %
  • Application Development · 30 %
  • Assembly and Deployment · 22 %
  • Governance · 8 %
  • Evaluation and Monitoring · 12 %

Lessons, examples and definitions are available within full access.

Email access and continuity

Existing verified accounts keep full access during this phase. After confirming the email link, you return to the section you opened. Check Spam or Junk. You can import local progress into your profile from full access.

Official Databricks certification and exam guide