Databricks GenAI Engineer Associate | 360 Q Practice [2026]

About this course

This course contains the use of artificial intelligence. The questions and explanations were translated and refined from the author's Japanese-language Databricks Generative AI Engineer question bank with AI assistance, then reviewed for accuracy by the author against public Databricks documentation.

Get exam-ready for the Databricks Certified Generative AI Engineer Associate exam with 360 high-quality practice questions.

This course is an unofficial practice exam for the Databricks Generative AI Engineer Associate certification. Built around the publicly available exam guide and Databricks product documentation, it delivers 360 questions across 6 full-length tests — with a detailed explanation for every answer option so you understand why each choice is right or wrong. This is not an official Databricks exam.

What is covered (6 tests x 60 questions, ~90 min each)Tests 1-2 - Foundations: designing generative AI applications, RAG fundamentals, data preparation and chunking, embeddings, and the basics of Databricks Vector Search and prompt design. Build a solid baseline across all six domains.

Tests 3-4 - Applied: application development with LangChain and the Mosaic AI Agent Framework, retrieval pipelines, Model Serving and Foundation Model APIs, and assembling and deploying applications with MLflow. A readiness check after the foundations.

Tests 5-6 - Advanced & scenario-heavy: governance with Unity Catalog, security and guardrails, evaluation (MLflow Evaluate, LLM-as-a-judge), and production monitoring (Lakehouse Monitoring, inference tables). Difficulty peaks here to mirror the toughest exam items. No question overlap between tests.

Six exam domains (Databricks exam guide)Design Applications - translating requirements into GenAI app designs, choosing b

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