Microsoft AI-200 real exam prep : Developing AI Cloud Solutions on Azure

  • Exam Code: AI-200
  • Exam Name: Developing AI Cloud Solutions on Azure
  • Updated: Sep 28, 2026
  • Q&As: 144 Questions and Answers

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Microsoft AI-200 Exam Syllabus Topics:

SectionObjectives
Topic 1: Secure, monitor, troubleshoot Azure solutions- Operate AI cloud solutions
  • 1. Security and secret management
  • 2. Performance optimization
  • 3. Troubleshooting Azure solutions
  • 4. Monitoring and observability
Topic 2: Connect to and consume Azure services- Integrate Azure services
  • 1. Azure SDKs
  • 2. Azure messaging and eventing
  • 3. Event-driven architectures
  • 4. Serverless integration patterns
  • 5. Third-party SDKs
Topic 3: Develop containerized solutions on Azure- Implement containerized applications
  • 1. Deploy AI workloads in containers
  • 2. Implement scalable hosting patterns
  • 3. Manage containerized compute environments
Topic 4: Develop AI solutions by using Azure data management services- Work with Azure data platforms for AI workloads
  • 1. Data integration for AI applications
  • 2. Azure data management services
  • 3. Vector databases

Microsoft Developing AI Cloud Solutions on Azure Sample Questions:

Question #1

Your organization requires that all prompts and completions sent to Azure OpenAI be retained for zero data logging beyond what ' s required for abuse monitoring, per contractual requirements.
What should you do?

  • A. Store all data only in Cosmos DB
  • B. Use a lower model version
  • C. Request modified content filtering / abuse monitoring configuration through Microsoft for the resource
  • D. Disable Azure Monitor entirely
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

Explanation: Only visible for Real4Prep members. You can sign-up / login (it's free).

Question #2

You are designing an Azure Database for PostgreSQL table for semantic search. Queries frequently filter on the created_at column. The schema must support vector similarity search and reliable date filtering You need to ensure that the table meets the requirements.
Which two actions should you perform? Each correct answer presents part of the solution. Choose two NOTE: Each correct selection is worth one point.

  • A. Store embeddings in a varchar column.
  • B. Store created_at as a free-form string.
  • C. Store embeddings in a pgvector column.
  • D. Use a typed timestamp column for created_at.
Reveal Solution  Discussion  0

Correct Answer: C,D  🗳️

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Question #3

You are developing a solution that uses several Azure Service Bus queues. You create an Azure Event Grid subscription for the Azure Service Bus namespace. You use Azure Functions as subscribers to process the messages.
You need to ensure that events can be sent to Azure Event Grid from the queues. The solution must use the principle of least privilege and minimize costs.
Which Azure Service Bus role and tier level should you use? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.

Reveal Solution  Discussion  0

Correct Answer:


Explanation:

Verified Answer: Tier: Premium. Role: Azure Service Bus Data Receiver.
Detailed Explanation: Microsoft documents Event Grid integration for Service Bus queues and topics as requiring a Service Bus Premium namespace. The Azure Function subscriber must then receive messages from the queue; the least-privilege built-in data-plane role for that purpose is Azure Service Bus Data Receiver. Data Sender does not permit receiving, and Data Owner is broader than necessary. Premium therefore satisfies the feature prerequisite, while Data Receiver satisfies the stated least-privilege requirement.
Study Guide Alignment: Azure service integration: Service Bus, Event Grid, Azure Functions triggers
/bindings, and event-driven processing.
Official Microsoft Learn References: AI-200 Study Guide | Service Bus to Event Grid integration | Authenticate Service Bus with Microsoft Entra ID

Question #4

You deploy a new revision of an app in Azure Container Apps.
You need to gradually shift production traffic to the revision while monitoring performance. In addition, you need to be able to quickly roll back. Which two actions should you perform?
Each correct answer presents part of the solution. Choose two.
NOTE: Each correct selection is worth one point.

  • A. Enable multiple revision mode.
  • B. Use single revision mode
  • C. Use traffic splitting
  • D. Increase replica count.
  • E. Restart the revision.
Reveal Solution  Discussion  0

Correct Answer: A,C  🗳️

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Question #5

You are designing an Azure Function that will process orders from a new Azure Service Bus queue.
You need to prevent the system from processing messages more than once and preserve failed messages for investigation.
Which two actions should you implement? Each correct answer presents part of the solution.
NOTE: Each correct selection is worth one point.

  • A. Process orders by using an HTTP trigger.
  • B. Enable sessions on Service Bus.
  • C. Include a dead-letter handling process.
  • D. Enable duplicate detection on the queue.
Reveal Solution  Discussion  0

Correct Answer: C,D  🗳️

Explanation: Only visible for Real4Prep members. You can sign-up / login (it's free).

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