AI-300 Genaiops Infrastructure Practice Question
What is the recommended approach for managing configuration settings for different environments (Dev, Test, Prod) in an AI application?
Answer choices
Why each option matters
Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.
Correct answer & explanation
✓
Use 'App Configuration' service to manage environment-specific variables.
Using environment variables or app configuration services is the standard way to inject configuration without hardcoding.
Answer analysis
Option-by-option breakdown
For each option: why learners choose it and why it is or isn't the right answer here.
- ✗
Deploy different model versions for each environment.
Why it's wrong here
This does not manage configuration settings themselves.
- ✗
Create separate Azure subscriptions for every environment.
Why it's wrong here
This increases administrative overhead significantly.
- ✓
Use 'App Configuration' service to manage environment-specific variables.
Why this is correct
App Configuration enables centralized management of settings across environments.
- ✗
Hardcode values in the application code.
Why it's wrong here
This is a security and maintainability anti-pattern.
About these practice questions
This AI-300 question is part of Courseiva's 204-question bank — original exam-style content with full explanations and wrong-answer analysis, never real exam questions or exam dumps. Learn why practice questions differ from exam dumps →
JA
Written and reviewed by Johnson Ajibi, MSc IT Security
Senior Network & Security Engineer · founder of Courseiva
Last reviewed August 2026 · checked against the official Microsoft exam blueprint
This AI-300 practice question is part of Courseiva's free Microsoft certification practice question bank. Courseiva provides original exam-style practice questions with explanations, topic-based practice, mock exams, readiness tracking, and study analytics to help learners prepare for the AI-300 exam.