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AI-200 Microsoft Developing AI Cloud Solutions on Azure Free Practice Exam Questions (2026 Updated)

Prepare effectively for your Microsoft AI-200 Developing AI Cloud Solutions on Azure certification with our extensive collection of free, high-quality practice questions. Each question is designed to mirror the actual exam format and objectives, complete with comprehensive answers and detailed explanations. Our materials are regularly updated for 2026, ensuring you have the most current resources to build confidence and succeed on your first attempt.

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Total 142 questions

You need to address the known issue resulting from vector similarity queries.

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.

Add a composite index on the vector fields and metadata properties of the container.

B.

Reduce the numeric precision of the vector embeddings where supported.

C.

Set the account consistency level to Strong.

D.

Change the vector index type from flat to quantizedFlat or diskANN.

You need to deploy Azure function resources and apps by using an automated, version-controlled CI/CD pipeline that supports declarative infrastructure deployment. What should you use?

A.

Local Git deployment

B.

GitHub Actions

C.

Azure Functions Core Tools

D.

Azure CLI

You need to configure a connection string for the partner-facing service according to the technical requirements.

What should you use?

A.

Azure Key Vault references in App Service settings

B.

GitHub secrets

C.

Azure Container Registry Helm chart package

D.

Dockerfile ENV instructions

You need to implement trace correlation according to the business requirements.

Which three actions should you perform in sequence? To answer, move the appropriate actions from the list of actions to the answer area and arrange them in the correct order.

NOTE: More than one order of answer choices is correct. You will receive credit for any of the correct orders you se lect.

You need to configure vector embedding updates according to the business and technical requirements.

Which information should you use? To answer, select the appropriate option in the answer area.

NOTE: Each correct selection is worth one point.

You develop an ASP.NET Core app that uses Azure App Configuration. You also create an App Configuration containing 100 settings. The app must meet the following requirements:

• Ensure the consistency of all configuration data when changes to individual settings occur.

• Handle configuration data changes dynamically without causing the application to restart.

• Reduce the overall number of requests made to App Configuration APIs

You must implement dynamic configuration updates in the app.

What are two ways to achieve this goal? Each correct answer presents part of the solution.

NOTE: Each correct selection is worth one point.

A.

Create and configure Azure Key Vault. Implement the Azure Key Vault configuration provider

B.

Register all keys in the App Configuration store Set the refreshAll parameter of the Register method to false.

C.

Create and register a sentinel key in the App Configuration store. Set the refreshAll parameter of the Register method to true

D.

Decrease the App Configuration cache expiration from the default value.

E.

Increase the App Configuration cache expiration from the default value.

F.

Create and implement environment variables for each App Configuration store setting

You plan to deploy a web app to App Service on Linux. You create an App Service plan. You create and push a custom Docker image that contains the web app to Azure Container Registry.

You need to access the console logs generated from inside the container in real-time.

How should you complete the Azure CLI command? To answer, select the appropriate options in the answer area.

NOTE: Each correct selection is worth one point.

You are building a semantic search feature for a chatbot. You store document embeddings in Redis.

You review the following Python code that connects to Redis and stores an embedding value:

For each of the following statements, select Yes if the statement is true. Otherwise, select No.

NOTE: Each correct selection is worth one point.

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.

Use traffic splitting

B.

Increase replica count.

C.

Restart the revision.

D.

Use single revision mode

E.

Enable multiple revision mode.

A Python API retrieves a document from Azure Database for PostgreSQL by using a SQL statement. The API accepts the document ID from user input. The current implementation inserts the document ID directly into the SQL statement.

You need to secure the SQL statement execution by using a parameterized query. You must minimize the possibility of SQL injection.

How should you update the implementation to execute the SQL statement safely? 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.

You deploy a private container image from Azure Container Registry (ACR) to App Service.

App Service must authenticate to ACR to pull the image.

The solution must NOT store static registry credentials.

You need to configure the secure image pull authentication.

Which configurations should you use? To answer, select the appropriate options in the answer area.

NOTE: Each correct selection is worth one point.

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.

An AI platform uses App Configuration for feature flags and endpoint routing.

The platform stores secrets alongside configuration data and does NOT support dynamic configuration refresh.

You need to redesign the configuration approach so that:

configuration supports dynamic refresh;

secrets are stored outside App Configuration;

the application can securely access both App Configuration and Key Vault.

You need to enable secure dynamic configuration management for the platform.

Which three actions should you perform? Each correct answer presents part of the solution. Choose three.

NOTE: Each correct selection is worth one point.

A.

Store configuration values in environment variables.

B.

Use a service principal secret for both App Configuration and Key Vault access.

C.

Store API keys in Key Vault.

D.

Allow configuration updates with a polling interval.

E.

Use managed identity for both App Configuration and Key Vault access.

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Total 142 questions
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