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AI-300 Mlops Infrastructure Practice Question

You need to attach an existing Azure Kubernetes Service (AKS) cluster to your Azure ML workspace for model inference. Which credential type is required to establish this connection?

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

Service Principal

The Service Principal is the standard method for managing identity-based access for AKS clusters attached to Azure ML.

Answer analysis

Option-by-option breakdown

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

  • SAS Token

    Why it's wrong here

    SAS tokens are used for storage access, not for managing Kubernetes compute clusters.

  • Managed Identity

    Why it's wrong here

    While supported in some contexts, a Service Principal is the explicit requirement for attaching external compute targets.

  • Azure Active Directory B2C

    Why it's wrong here

    B2C is for consumer-facing identity, not infrastructure service management.

  • Service Principal

    Why this is correct

    Azure ML requires a Service Principal to manage and interact with the Kubernetes API on the attached cluster.

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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-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.