Developing AI Cloud Solutions on Azure
Last Update Sep 9, 2026
Total Questions : 50
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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 a message-processing service deployed to Azure Container Apps. The service reads messages from an Azure Service Bus queue.
The solution must minimize costs by ensuring NO compute resources are consumed when the queue is empty.
You need to configure scaling for the service.
Which two actions should you perform? Each correct answer presents part of the solution. Choose two
NOTE: Each correct selection is worth one point.
You are implementing an application by using Azure Event Grid to push near-real-time information to customers.
You have the following requirements:
• You must send events to thousands of customers that include hundreds of various event types.
• The events must be filtered by event type before processing.
• Authentication and authorization must be handled by using Microsoft Entra ID.
• The events must be published to a single endpoint
You need to implement Azure Event Grid
Solution: Publish events to a partner topic. Create an event subscription for each customer.
Does the solution meet the goal?
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?
You are developing a Retrieval-Augmented Generation (RAG) solution for a company. AI responses and embedding vectors are cached in Redis. The solution must meet the following requirements.
• AI responses must expire exactly 24 hours after they are cached
• Cached embeddings must always reflect the current source data.
You need to configure Redis to meet the requirements.
You need to configure a connection string for the partner-facing service according to the technical requirements.
What should you use?
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 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.
TESTED 09 Sep 2026
