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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Integrate backend services and build event-driven architectures | 25% | - Implement messaging and event systems
|
| Topic 2: Develop AI solutions using Azure data services | 30% | - Design and optimize data access and retrieval
|
| Topic 3: Secure, monitor, and optimize AI solutions | 20% | - Manage security and configuration
|
| Topic 4: Develop containerized AI solutions on Azure | 25% | - Implement container hosting environments
|
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NEW QUESTION # 94
Drag and Drop Question
You are deploying an AI service to ACA.
The service must retrieve secrets securely from Key Vault by using managed identity.
You need to configure secure access.
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.
Answer:
Explanation:
Explanation:
Step 1: Grant the Key Vault Secrets User role to the managed identity
This uses Azure's modern role-based access control (RBAC) to give the application data-plane permission to read the secret values.
Step 2: Retrieve the secret by using the SDK
Once authorized, the application code securely pulls the secret using libraries like the Azure Key Vault secret client library (such as SecretClient alongside DefaultAzureCredential).
Step 3: Assign a system-assigned managed identity
Enabling a system-assigned identity provides the Azure Container App (ACA) with its own credentials managed automatically by Microsoft Entra ID, completely eliminating hardcoded credentials.
Reference:
https://learn.microsoft.com/en-us/azure/key-vault/general/tutorial-net-create-vault-azure-web-app
NEW QUESTION # 95
You plan to deploy a web application to AKS.
The solution must:
* Scale out the application by adding more pods during peak CPU usage
* Expose the application internally within the cluster only
You need to configure a Kubernetes resource for each requirement
Which resources should you configure? To answer, move the appropriate resources to the correct requirements You may use each resource once, more than once, or not at all. You may need to move split bar between .. or scroll to view content.
Answer:
Explanation:
Explanation:
Verified answer: Scale out the application: HorizontalPodAutoscaler. Expose internally only: ClusterIP service.
Detailed Explanation: The Kubernetes HorizontalPodAutoscaler increases or decreases pod replicas in response to CPU, memory, or other metrics, so it is the resource that implements CPU-driven pod scale-out. A ClusterIP service creates an internal service IP that is reachable within the Kubernetes cluster and is the normal choice for an internal-only service. A Deployment defines the workload but does not itself implement metric-driven autoscaling, while Ingress is intended to route inbound network traffic.
Study Guide Alignment: Containerized Azure workloads: registry builds, App Service containers, Container Apps revision/scaling behavior, and AKS deployment choices.
Official Microsoft Learn References: AI-200 Study Guide | AKS scaling overview | Kubernetes services in AKS
NEW QUESTION # 96
Hotspot Question
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 emit events to Azure Event Grid from the queues. You must use the principle of least privilege and minimize costs.
Which Azure Service Bus values should you use? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
Answer:
Explanation:
Explanation:
Box 1: Premium
Azure Service Bus event integration with Event Grid is a specialized feature supported only on the Premium messaging tier. Basic and Standard tiers do not support emitting namespace events to Event Grid.
Box 2: Contributor
Setting up and managing the integration requires management-plane permissions on the namespace to establish the Event Grid subscription, making Contributor the correct and required IAM role specification according to Microsoft's integration guidelines.
Reference:
https://learn.microsoft.com/en-us/azure/service-bus-messaging/service-bus-to-event-grid-integration-concept
NEW QUESTION # 97
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.
Answer: B,C
Explanation:
Enable duplicate detection on the Azure Service Bus queue to suppress duplicate sends. Service Bus tracks application-defined MessageId values during the configured duplicate-detection window. If another message with the same MessageId arrives during that interval, Service Bus accepts the send operation but discards the duplicate message. Microsoft specifically recommends using a deterministic business identifier, such as an order ID, as the basis for MessageId when duplicate suppression is required. Duplicate detection must be enabled when the queue is created and is supported in the Standard and Premium tiers.
For failed or poison messages, implement dead-letter handling . A Service Bus queue has a dead-letter subqueue that retains messages that cannot be successfully processed, including messages that exceed the configured maximum delivery count. Those messages remain available for inspection, troubleshooting, correction, or controlled reprocessing rather than being silently discarded.
Sessions provide ordered/FIFO processing and session affinity; they do not primarily prevent duplicates. An HTTP trigger would bypass the required Service Bus processing architecture.
For strict production-grade exactly-once business effects, the consumer should additionally be idempotent , because a message can still be redelivered after a lock or settlement failure.
Study Guide references: Azure Service Bus # duplicate detection; MessageId; dead-letter queues; poison- message handling; reliable asynchronous processing.
NEW QUESTION # 98
You are developing a microservices-based application that uses Azure Container Apps. The application consists of several containerized services that handle tasks, such as processing orders, managing inventory, and generating reports.
Report generation must be implemented as follows:
Process reports every Sunday at midnight.
Minimize app resources during report generation.
Record metrics in the same location as other containers.
Use the same virtual network as other containers.
Answer:
Explanation:
Explanation:
NEW QUESTION # 99
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