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Plan And Manage AN Azure AI SolutionhardMultiple SelectObjective-mapped

AI-103 Plan And Manage AN Azure AI Solution Practice Question

You are designing a deployment strategy for an Azure AI Custom Vision project in an enterprise pipeline. Which THREE practices should you follow to ensure secure and repeatable deployments? Each correct answer presents part of the solution.

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

Store API keys and connection strings securely in Azure Key Vault rather than hardcoding them.

Using IaC, securing secrets in Key Vault, and automated validation tests are key practices.

Answer analysis

Option-by-option breakdown

For each option: why learners choose it and why it is or isn't the right answer here.

  • Store API keys and connection strings securely in Azure Key Vault rather than hardcoding them.

    Why this is correct

    Key Vault protects sensitive credentials from exposure in code repositories.

  • Manually create and configure all production resources directly in the Azure portal without documentation.

    Why it's wrong here

    Manual portal deployments lack auditability and repeatability.

  • Use Infrastructure as Code (ARM or Bicep) to provision Azure resources consistently.

    Why this is correct

    IaC ensures repeatable, version-controlled resource deployments across environments.

  • Implement automated integration and validation tests in CI/CD pipelines before production release.

    Why this is correct

    Automated testing catches regressions and configuration drift prior to production deployment.

  • Store production API keys as plaintext comments in Bicep template files.

    Why it's wrong here

    Hardcoding keys in templates exposes secrets in source control history.

About these practice questions

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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-103 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-103 exam.