Databricks

Generative AI Engineer Associate

Design, build, and deploy LLM-powered applications on Databricks.

Verified against the official Databricks exam guide — July 6, 2026

Exam code

45

Questions

90 min

Duration

70%

Pass mark

Exam domains

Design applicationsFree samples →Study guide →14%
Application developmentFree samples →Study guide →30%
Assembling and deploying applicationsFree samples →Study guide →22%
Evaluation and monitoringFree samples →Study guide →12%

Frequently asked questions

How many questions are on the Generative AI Engineer Associate exam?

The Generative AI Engineer Associate exam has 45 questions and lasts 90 minutes. You need 70% to pass.

What score do you need to pass Generative AI Engineer Associate?

The passing score for Generative AI Engineer Associate is 70%. DataCertPrep's timed mock exams use the same pass mark, length, and timing as the real Databricks exam.

How hard is the Generative AI Engineer Associate exam?

Generative AI Engineer Associate is a scenario-based Databricks exam — it tests applied judgment, not memorization. Most candidates who consistently score above the 70% pass mark on realistic mock exams pass the real exam. DataCertPrep's readiness score is weighted by the official domain weights so you know when you're ready.

What is the best way to prepare for Generative AI Engineer Associate?

Work through the domain study guides, drill scenario-based practice questions until your weak domains catch up, use spaced-repetition flashcards for facts and limits, then confirm with a full-length timed mock exam. DataCertPrep includes all four for Generative AI Engineer Associate, verified against the official Databricks exam guide on 2026-07-06.