Databricks GenAI Engineer Associate: 5 Practice Tests 2026

About this course

Are you preparing for the Databricks Certified Generative AI Engineer Associate exam?

This course includes 5 full-length practice tests with 227 scenario-based questions designed to match the real certification exam in format, difficulty, and topic coverage.

Every question places you in a real-world scenario as a Generative AI Engineer and asks you to choose the best solution - exactly like the actual exam. Each answer comes with a detailed explanation of why it is correct, why every other option is wrong, and a direct link to the official Databricks documentation for further study.

What makes these practice tests different:- Exam-realistic format: scenario-based questions with 4 options (multiple-choice) or 5 options (multi-select), matching the real exam structure- Detailed explanations for every answer - correct and incorrect - so you learn from each question- Updated for 2026 with current Databricks product names and Foundation Model API endpoints- Documentation links with every question for deeper study

All 5 exam domains are fully covered:1. Design RAG Applications - chunking strategies, hybrid search, query rewriting, multi-tenant isolation, embedding model selection, multi-hop retrieval2. Build RAG Applications - Mosaic AI Vector Search (Delta Sync and Direct Access indexes), Mosaic AI Agent Framework, LangChain and LangGraph integration, model serving endpoints, provisioned throughput3. Evaluation and Monitoring - MLflow Agent Evaluation, LLM-as-judge metrics, inference tables, A/B testing, groundedness, retrieval precision, online and offline evaluation4. Governance and Security - AI Gateway guardrails, Unity Catalog permissions, prompt injection defense, PII protection, secret management, and content safety5. LLM Fundamentals - transformer architecture, context windows, tokenization, fine-tuning vs RAG, temperature and sampling parameters, LoRA, enc

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