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| Section | Objectives |
|---|---|
| Plan and manage Azure AI solutions | - Plan security and compliance requirements - Monitor and optimize AI solutions - Select appropriate Azure AI services |
| Implement and monitor AI workloads | - Deploy AI models and services - Monitor performance and troubleshoot issues |
| Implement Azure AI solutions | - Implement knowledge mining with Azure AI Search - Implement generative AI solutions using Azure OpenAI - Implement computer vision solutions - Implement natural language processing solutions |
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NEW QUESTION # 113
You need to secure an Azure OpenAI resource so that it is only reachable from your virtual network and not from the public internet.
What should you configure?
Answer: D
Explanation:
Configure an Azure Private Endpoint through Azure Private Link for the Azure OpenAI resource and disable public network access. A private endpoint assigns the Azure OpenAI service a private IP address from the selected virtual-network subnet, enabling workloads inside the VNet-or connected networks with suitable routing and DNS-to reach the service over private Azure networking rather than through its public endpoint. Microsoft explicitly documents private endpoints as the mechanism for accessing an Azure OpenAI resource after public network access is disabled.
For complete network isolation, creating the private endpoint alone is not sufficient if the resource continues accepting public connections. Microsoft security guidance recommends validating private endpoint connectivity and then disabling public network access , ensuring that permitted application traffic flows through Private Link. Private DNS should also be configured so the normal Azure OpenAI hostname resolves to the private endpoint address from within the VNet.
Azure AI Content Safety controls harmful-content detection rather than network accessibility. API key rotation improves credential hygiene but does not prevent public network connectivity. CORS controls browser-origin behavior and is not a network-isolation boundary.
Therefore, the required network architecture is Private Endpoint + Azure Private Link , with public network access disabled.
Study Guide references: Azure OpenAI networking; Azure Private Link; private endpoints; private DNS; public network access controls.
NEW QUESTION # 114
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.
Answer: B,C,E
NEW QUESTION # 115
You are developing an AI API deployed to ACA. The API requires database credentials that are stored in Key Vault. Key Vault is configured to use Azure RBAC for access control.
The database credentials are rotated periodically by the security team. The application must always use the latest version of each credential without being redeployed and without exposing secrets in code or configurations.
You need to implement a secure secret access strategy that prevents credential exposure and fetches the latest version of each secret at runtime without redeploying the container.
Which three actions should you perform? Each correct answer presents part of the solution.
NOTE: Each correct selection is worth one point.
Answer: B,C,E
Explanation:
Step-by-Step Implementation Guide
1. Assign a System-Assigned Managed Identity
2. Configure Key Vault RBAC Role Assignment
Role Selection: Assign the Key Vault Secrets User role to the container app's managed identity.
Scope Limitation: Limit the scope of this assignment to the specific Key Vault or individual secrets rather than the entire resource group.
3. Retrieve the Secret at Runtime Using the SDK
Reference:
https://oneuptime.com/blog/post/2026-02-16-how-to-use-managed-identity-with-azure-container-apps-to-access-azure-services/view
NEW QUESTION # 116
You are designing an Azure Database for PostgreSQL table for semantic search. Queries frequently filter on the created_at column.
The schema must support vector similarity search and reliable date filtering.
You need to ensure that the table meets the requirements.
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
NEW QUESTION # 117
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?
Answer: C
Explanation:
An Advanced Filter using the NumberGreaterThan operator configured with a key path pointing to the payload value (e.g., data.confidenceScore) and a comparison value of 0.80 should be set up.
To filter custom payload data based on a numeric threshold in Azure Event Grid, configure the event subscription with these properties:
Key: data.confidenceScore (adjust the path depending on your exact JSON payload structure) Operator: NumberGreaterThanValue: 0.80 Reference:
https://learn.microsoft.com/en-us/azure/event-grid/event-filtering
NEW QUESTION # 118
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