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Microsoft AI-200 : Developing AI Cloud Solutions on Azure

AI-200 real exams

Exam Code: AI-200

Exam Name: Developing AI Cloud Solutions on Azure

Updated: Aug 13, 2026

Q & A: 93 Questions and Answers

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Microsoft AI-200 Exam Syllabus Topics:

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

Microsoft Developing AI Cloud Solutions on Azure Sample Questions:

1. 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 duplicate detection on the queue.
C) Include a dead-letter handling process.
D) Enable sessions on Service Bus.


2. Hotspot Question
A company uses Azure Monitor Application Insights to monitor application behavior, including incoming requests and dependencies.
You must identify failed requests from the last hour. You must also calculate the average duration of failed request dependency calls, grouped by operation name.
You need to analyze telemetry in Application Insights.
Which operators should you use? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.


3. Hotspot Question
You are developing an application that uses a Python API to perform similarity queries against Azure Database for PostgreSQL. The application creates a new database connection for every request.
During peak traffic, the application intermittently fails to open new database sessions. Logs indicate that the maximum number of connections have been reached.
You need to configure the connection pooling strategy to reduce connection setup overhead and maximize reuse for the high-concurrency workload.
What should you configure? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.


4. Note: This question is part of a series of questions that present the same scenario. Each question in the series contains a unique solution that might meet the stated goals. Some question sets might have more than one correct solution, while others might not have a correct solution.
After you answer a question in this section, you will NOT be able to return to it. As a result, these questions will not appear on the review screen.
You are preparing a production deployment for an Azure Function app. The app will run across multiple environments.
The solution must support environment-specific configuration and prevent secrets from being stored in source control.
You need to develop the solution.
Solution: Store production secrets in environment variables set by the Dockerfile.
Does the solution meet the goal?

A) No
B) Yes


5. You are developing an AI-powered API that retrieves connection strings and API keys from Azure Key Vault.
You must configure a solution that provides the following security functionality:
- The API must authenticate to Key Vault without storing credentials in any application configuration files.
- The identity used by the API must have only the minimum permissions
necessary to read secrets.
- The configuration must minimize the blast radius if an identity or
credential is compromised.
You need to implement a secure access strategy for the API.
Which two actions should you perform? Each correct answer presents part of the solution.
NOTE: Each correct selection is worth one point.

A) Store a secret value in Azure App Configuration.
B) Assign the Key Vault Administrator role at subscription scope.
C) Grant the Key Vault Secrets User role at vault scope.
D) Use system-assigned managed identity.


Solutions:

Question # 1
Answer: B,C
Question # 2
Answer: Only visible for members
Question # 3
Answer: Only visible for members
Question # 4
Answer: A
Question # 5
Answer: C,D

AI-200 Related Exams
AI-100 - Designing and Implementing an Azure AI Solution
AI-100J - Designing and Implementing an Azure AI Solution (AI-100日本語版)
AI-102-KR - Designing and Implementing a Microsoft Azure AI Solution (AI-102 Korean Version)
AI-102J - Designing and Implementing a Microsoft Azure AI Solution (AI-102日本語版)
AI-102 - Designing and Implementing a Microsoft Azure AI Solution
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