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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Develop containerized AI solutions on Azure | 25% | - Implement container hosting environments
|
| Topic 2: Integrate backend services and build event-driven architectures | 25% | - Build serverless APIs and workflows
|
| Topic 3: Develop AI solutions using Azure data services | 30% | - Implement vector-enabled databases
|
| Topic 4: Secure, monitor, and optimize AI solutions | 20% | - Manage security and configuration
|
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NEW QUESTION # 84
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.
Answer:
Explanation:
Explanation:
Verified answer: Identify document changes: Change feed processor. Scale out vectorization processing:
Lease container.
Detailed Explanation: The change feed processor is designed to react to inserts and updates in a monitored Cosmos DB container, which directly matches the requirement to generate embeddings for new or changed documents. Its lease container stores processing state and coordinates work across multiple workers, allowing the processing workload to scale out without duplicating ownership of change-feed ranges. A periodic full scan would consume unnecessary RUs, and neither strong consistency nor container RU throughput is the coordination mechanism for distributed change-feed workers.
Study Guide Alignment: AI data-management workloads: Cosmos DB, PostgreSQL, caching, vector storage, vector retrieval, consistency, and connection optimization.
Official Microsoft Learn References: AI-200 Study Guide | Azure Cosmos DB change feed processor
NEW QUESTION # 85
You deploy a new revision of an app in ACA.
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.
NOTE: Each correct selection is worth one point.
Answer: A,C
Explanation:
To gradually shift traffic and enable fast rollbacks in Azure Container Apps, switch the app to multiple-revision mode and configure percentage-based traffic splitting weights between the active revisions.
Reference:
https://learn.microsoft.com/en-us/azure/container-apps/traffic-splitting
NEW QUESTION # 86
Drag and Drop Question
You are provisioning and configuring a Service Bus processor for AI batch jobs.
The processor must connect to an existing queue, register handlers for message and error processing, and then begin receiving messages.
You need to provision and configure the Service Bus processor for message and error handling.
Which four 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: Create the Service Bus client
This establishes the initial connection to your Azure Service Bus namespace using a connection string or Azure Identity credentials.
Step 2: Create the Service Bus processor for the queue
Once you have a client, you call its factory method to instantiate a processor dedicated specifically to targeting your queue Step 3: Register message and error handlers The processor requires event handlers assigned to its processing and error properties to explicitly dictate what happens when a message arrives or an exception occurs Step 4: Start the message processor The processor remains idle until you call the method to start receiving, which initiates the internal loop that listens for and pulls down messages.
Reference:
https://learn.microsoft.com/en-us/azure/service-bus-messaging/service-bus-dotnet-get-started-with-queues?tabs=passwordless
NEW QUESTION # 87
Hotspot Question
You are reviewing an Azure Function app that processes incoming order requests for a company.
The function must
- Accept order submissions from an external client application.
- Require controlled access for security.
- Return a response containing the processed request payload.
You review the following code segment:
For each of the following statements, select Yes if the statement is true. Otherwise, select No.
NOTE: Each correct selection is worth one point.
Answer:
Explanation:
Explanation:
Box 1: Yes
Yes, this function requires an API key for invocation.
Authorization Level: The AuthorizationLevel.Function parameter in the trigger dictates the security requirement.
Function Key: You must provide a specific function-level API key to successfully execute the request.
HTTP Status: Accessing this endpoint without a valid key will return a 401 Unauthorized HTTP status code.
How to Pass the Key
You can authenticate your request by passing the key in one of two ways:
Query String: Append ?code=YOUR_FUNCTION_KEY to the end of your request URL.
HTTP Header: Include an x-functions-key header with your key as the value.
Box 2: No
No, this Azure Function does not support HTTP GET requests.
Explicit Method Restriction: The HttpTrigger attribute explicitly defines "post" as the only accepted HTTP method.
Default Behavior Overridden: When you specify methods in the trigger array, all other unlisted methods are blocked.
Box 3: Yes
Yes, this specific Azure Function code segment returns the exact incoming request body back to the caller.
StreamReader(req.Body).ReadToEndAsync(): This line reads the entire raw payload sent in the HTTP POST request and stores it as a string in the result variable.
OkObjectResult(result): This creates an HTTP 200 OK response and places that exact result string directly into the response body.
Box 4: No
No, the provided Azure Function code does not validate the request body before returning a response.
Direct Echo: The function reads the raw request stream into a string variable named result.
Immediate Return: It instantly passes that unverified string directly into an OkObjectResult.
Missing Logic: There are no schema checks, null checks, type validations, or business logic evaluations performed on the data.
Reference:
https://learn.microsoft.com/en-us/azure/durable-task/durable-functions/durable-functions-http-api
NEW QUESTION # 88
You need to ensure that responses from your Azure OpenAI application include citations back to the specific source documents used, to support user trust and verification. What should you implement?
Answer: A
Explanation:
Citation support requires passing document metadata (source name, page/section) through the retrieval step and prompting the model to reference that metadata explicitly in its answer -- this is a pipeline and prompt design pattern, not a sampling parameter.
NEW QUESTION # 89
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