Databricks Certified GenAI Engineer Associate Practice Test
Prepare for the Databricks Certified Generative AI Engineer Associate exam with realistic, scenario-based practiceThese practice tests are for engineers and ...

What You'll Learn
- Designing applications: breaking business problems into generative AI tasks, choosing prompts and model types, designing retrieval-augmented generation and agent workflows, and selecting tools
- Data preparation: document parsing, chunking strategies, embeddings, Delta tables for source content, and building Vector Search indexes
- Application development: prompt engineering, retrieval and re-ranking, building chains and agents with tool calling, the Mosaic AI Agent Framework, and choosing models for quality, latency, and cost
- Assembling and deploying applications: logging and registering applications with MLflow, Model Serving endpoints, Foundation Model APIs, batch inference, and deployment patterns
- Governance: Unity Catalog permissions and lineage, data protection and masking, AI Gateway guardrails, and responsible AI controls
- Evaluation and monitoring: evaluating retrieval and generation quality, LLM-as-judge evaluation, MLflow tracing, inference tables, and monitoring cost and performance in production
About This Free Course
Prepare for the Databricks Certified Generative AI Engineer Associate exam with realistic, scenario-based practice
These practice tests are for engineers and data scientists preparing for the Databricks Certified Generative AI Engineer Associate exam. The exam checks whether you can design, build, deploy, govern, and evaluate LLM-powered and agentic applications on the Databricks Data Intelligence Platform. That work starts with preparing documents for retrieval and ends with monitoring a live application. This course helps you practice making those decisions with confidence.
Why this course
The exam rewards practical platform judgment. Several answers often look plausible, and one key phrase in the scenario rules out the rest. Each question gives you a realistic situation, such as choosing a chunking strategy for long contracts, picking the right serving option for an agent, protecting sensitive data with Unity Catalog, or diagnosing why a retrieval system returns irrelevant passages. You then choose the best approach. All questions are original, aligned with the current exam guide, and updated as Databricks evolves the platform and the exam.
What’s inside, by exam domain
Designing applications: breaking business problems into generative AI tasks, choosing prompts and model types, designing retrieval-augmented generation and agent workflows, and selecting tools
Data preparation: document parsing, chunking strategies, embeddings, Delta tables for source content, and building Vector Search indexes
Application development: prompt engineering, retrieval and re-ranking, building chains and agents with tool calling, the Mosaic AI Agent Framework, and choosing models for quality, latency, and cost
Assembling and deploying applications: logging and registering applications with MLflow, Model Serving endpoints, Foundation Model APIs, batch inference, and deployment patterns
Governance: Unity Catalog permissions and lineage, data protection and masking, AI Gateway guardrails, and responsible AI controls
Evaluation and monitoring: evaluating retrieval and generation quality, LLM-as-judge evaluation, MLflow tracing, inference tables, and monitoring cost and performance in production
How the explanations help you learn
Every question includes a detailed explanation for every answer option. You learn why the right choice fits the scenario, and why each of the others fails. A wrong option might use the wrong Databricks feature, compromise governance, or optimize for the wrong goal. Learning the reasoning this way prepares you for unfamiliar questions on exam day and for real work building generative AI applications.
Who it’s for
Generative AI and machine learning engineers, data scientists, and data engineers who build or plan to build LLM applications and agents on Databricks
Start practicing today
You get lifetime access, regular updates, and the protection of Udemy’s 30-day refund policy. Enroll now, find your weak domains, and go into the exam prepared.
Disclaimer
This course is an independent, unofficial study resource. It is not affiliated with, endorsed by, or sponsored by Databricks, Inc. Databricks, Delta Lake, MLflow, Unity Catalog, Mosaic AI, and related names are trademarks of their respective owners. They are used only to identify the exam this course helps you prepare for. All questions are original practice material and are not drawn from any Databricks exam.
Who Should Take This Course
"Databricks Certified GenAI Engineer Associate Practice Test" is aimed at people who want a practical, structured introduction to it & software without paying full price for it. It's a solid fit if you're starting out in it & software and want a guided course rather than piecing tutorials together yourself, if you've tried free YouTube content on the topic and want something more organized, or if you already work in a related area and want a refresher you can finish at your own pace. Since enrollment happens on Udemy itself, you keep full access to view the lectures, download any provided resources, and revisit the material later — this isn't a stripped-down or time-limited version of the course.
Why This Course Is Worth Taking
Our take: this listing earns a spot on DeelCart because the coupon we verified actually brings the price to $0, not just a token discount, and the course carries a 4.5/5 rating on Udemy. That combination — real reviews plus a working 100% OFF code — is what we look for before publishing a it & software course. It won't replace hands-on experience or a full degree program, but as a low-risk way to test whether it & software is worth pursuing further, or to pick up one specific skill, the free price tag makes it an easy yes while the coupon lasts.
Pros & Cons
👍 Pros
- 100% free to enroll via this coupon (normally $39.99)
- Lifetime access on Udemy once enrolled, even after the coupon expires
- Rated 4.5/5 by past students on Udemy
- Self-paced — no fixed schedule or live sessions to attend
👎 Cons
- Coupon is time-limited and can expire before you enroll
- No live instructor support — questions go through Udemy's Q&A, not us
- Certificate is a Udemy completion certificate, not an accredited qualification
Grab this course free before the coupon expires.
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Frequently Asked Questions
Is "Databricks Certified GenAI Engineer Associate Practice Test" really free?
Yes — we verified a 100% OFF Udemy coupon for this it & software course before publishing it. Enroll directly on Udemy using the button on this page; no credit card is needed while the coupon is active.
How long will this coupon last?
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Yes. Once you enroll while the coupon is live, "Databricks Certified GenAI Engineer Associate Practice Test" is yours to keep on Udemy — including any future updates the instructor makes — even after the coupon runs out.
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