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Microsoft Azure AI Engineer Associate AI-200

AI-200

Exam Code: AI-200

Exam Name: Developing AI Cloud Solutions on Azure

Updated Time: Sep 06, 2026

Q & A: 157 Questions and Answers

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Microsoft AI-200 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Integrate backend services and build event-driven architectures25%- Implement messaging and event systems
  • 1. Azure Service Bus for reliable messaging
  • 2. Connect services and expose APIs securely
  • 3. Azure Event Grid for event-driven processing
- Build serverless APIs and workflows
  • 1. Azure Functions for AI integration and processing
  • 2. Orchestrate AI pipelines and workflows
Topic 2: Develop AI solutions using Azure data services30%- Implement vector-enabled databases
  • 1. Azure Cosmos DB for NoSQL with vector search
  • 2. Azure Database for PostgreSQL with pgvector extension
  • 3. Azure Managed Redis for caching, streaming, and vector storage
- Design and optimize data access and retrieval
  • 1. Indexing strategies, query optimization, and consistency models
  • 2. Implement hybrid search and retrieval patterns
Topic 3: Secure, monitor, and optimize AI solutions20%- Implement observability and reliability
  • 1. Optimize performance, cost, and scalability
  • 2. OpenTelemetry and Azure Monitor integration
  • 3. Logging, metrics, and distributed tracing
- Manage security and configuration
  • 1. Managed identities and access control
  • 2. Azure Key Vault for secrets, keys, and certificates
  • 3. App Configuration for dynamic settings
Topic 4: Develop containerized AI solutions on Azure25%- Implement container hosting environments
  • 1. Deploy to Azure Container Apps and Azure Kubernetes Service (AKS)
  • 2. Configure scaling, networking, and security for containers
  • 3. Azure Container Registry: store, version, manage images
- Monitor and troubleshoot containerized workloads
  • 1. Manage configurations and secrets for containers
  • 2. Log analysis, health checks, and performance monitoring

Microsoft Developing AI Cloud Solutions on Azure Sample Questions:

Question #1

Drag and Drop Question
You are configuring sampling for a distributed application that sends traces to Azure Monitor.
The solution must
- Preserve upstream sampling decisions across distributed traces.
- Capture all spans during local testing.
- Sample 10 percent of traces in production.
You need to apply the appropriate sampling configuration for each requirement.
What should you do? To answer, move the appropriate configurations to the correct requirements. You may use each configuration once, more than once, or not at all. You may need to move the split bar between panes or scroll to view content.
NOTE: Each correct selection is worth one point.


Question #2

You configure ACR Tasks to automate image builds.
Container images must rebuild when:
- Application updates occur.
- Base image updates occur, such as when the underlying OS image is
updated.
- Regular scheduled rebuilds are required.
You need to configure ACR Tasks to support automated image rebuilds.
Which three triggers should you configure? Each correct answer presents part of the solution.
NOTE: Each correct selection is worth one point.

A. Source code commit trigger
B. Base image update trigger
C. Registry event trigger
D. Webhook notification trigger
E. Timer trigger


Question #3

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


Question #4

You are developing a Java application to be deployed in Azure. The application stores sensitive data in Azure Cosmos DB.
You need to configure Always Encrypted to encrypt the sensitive data inside the application.
What should you do first?

A. Create a new container to include an encryption policy with the JSON properties to be encrypted.
B. Create a Microsoft Entra ID managed identity and assign the identity to a new Azure Key Vault instance.
C. Create a customer-managed key (CMK) and store the key in a new Azure Key Vault instance.
D. Create a data encryption key (DEK) by using the Azure Cosmos DB SDK and store the key in Azure Cosmos DB.


Question #5

You publish custom AI inference events to an Event Grid topic.
Downstream services must receive events only if the confidenceScore value is greater than 0.80.
You need to filter events based on a numeric value in the event payload.
Which filter should you configure?

A. subject
B. advanced
C. event type


Solutions:

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

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