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| Section | Weight | Objectives |
|---|---|---|
| Develop AI solutions using Azure data services | 30% | - Implement vector-enabled databases
|
| Develop containerized AI solutions on Azure | 25% | - Implement container hosting environments
|
| Integrate backend services and build event-driven architectures | 25% | - Implement messaging and event systems
|
| Secure, monitor, and optimize AI solutions | 20% | - Implement observability and reliability
|
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NEW QUESTION # 89
You have container source code stored in a Git repository.
The container registry must automatically build and store a new container image whenever a developer commits code to the Git repository.
You must minimize the use of an external build infrastructure.
You need to configure Azure Container Registry (ACR) to manage the build process natively and automatically.
Which two ACR components should you use? Each correct answer presents part of the solution.
NOTE: Each correct selection is worth one point.
Answer: A,D
Explanation:
Azure Container Registry Tasks provides Azure-hosted container build capabilities, eliminating the need to maintain external Docker build servers or dedicated CI build infrastructure. A Quick task uses commands such as az acr build to send the build context to ACR-managed compute, where Azure builds the container image and, by default, pushes the successfully built image directly into the registry. Microsoft describes quick tasks as cloud-based, on-demand build-and-push operations that do not require a local Docker Engine.
For automatic execution after source-code changes, use a Source-triggered task . ACR Tasks can associate a task with a GitHub or Azure Repos repository and automatically execute the image build whenever code is committed to the configured branch. Microsoft documents that when a commit occurs, the source-control trigger causes ACR Tasks to build and push the resulting image.
A Webhook is not the required standalone ACR build component here. ACR Tasks creates and manages the necessary source-repository webhook as part of configuring the source trigger. An Artifact Cache rule caches upstream container artifacts and does not build application images from Git commits.
Study Guide references: Azure Container Registry Tasks # Quick tasks; Automatically triggered tasks; Source-code commit triggers; cloud-based image builds.
NEW QUESTION # 90
A large retail company operates online and physical stores. The company tracks inventory levels in real time to manage stock efficiently across all locations. You develop an Azure Event Grid solution to handle events generated by the inventory management system deployed to Azure.
You need to implement a subscription filter that dynamically adjusts to seasonal changes in product demand.
Which event filter should you use?
Answer: B
NEW QUESTION # 91
You are designing a solution that will use two Azure Functions apps: App1 and App2. App1 is Windows based and will be deployed as code. App2 is Linux based and will be deployed as a container image.
Estimates show that the duration of the request processing for both apps will range from 1 to 10 minutes.
You plan to implement App1 and App2 by using the hosting plan to satisfy the following requirements:
* Request processing can complete within the estimated time range.
* The autoscaling behavior is event driven.
* The upper scaling limit is maximized.
You need to create the hosting plan for the implementation.
Which hosting plan should you create? To answer, move the appropriate hosting plans to the correct apps.
You may use each hosting plan once, more than once, or not at all. You may..
Answer:
Explanation:
Explanation:
pp1: Consumption. App2: Premium.
Detailed Explanation: For App1, the Windows code-based Consumption plan satisfies event-driven autoscaling, allows execution up to the stated ten-minute range, and has the highest scaling ceiling among the listed event-driven choices for this workload. App2 is deployed as a Linux container image; among Premium, Dedicated, and Consumption, Premium is the event-driven plan that supports Linux containerized Functions and permits long-running execution. Dedicated hosting is not the requested event-driven autoscale model. The original Premium/Premium answer therefore did not maximize App1's upper scaling limit.
Study Guide Alignment: Azure service integration: Service Bus, Event Grid, Azure Functions triggers
/bindings, and event-driven processing.
Official Microsoft Learn References: AI-200 Study Guide | Azure Functions scale and hosting
NEW QUESTION # 92
Hotspot Question
You plan to deploy an Azure Container Apps app named App1. App1 will use an access key to connect to a backend API.
The solution must store the key outside of the App1 environment and minimize maintenance efforts.
You need to configure secure key storage for App1.
Which configurations 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: Azure Key Vault secret.
The key should be stored as an Azure Key Vault secret.
This option directly satisfies the requirement to store sensitive strings (like access keys or API keys) outside of the application environment. By leveraging Azure Key Vault references in Azure Container Apps, the Container Apps platform automatically pulls the secret value at runtime. If you leave out the specific version tag in the secret URI, Azure Container Apps will automatically fetch the latest version within 30 minutes of a rotation, drastically minimizing ongoing maintenance efforts.
Incorrect:
Azure Key Vault Key: This is incorrect because Key Vault keys are cryptographic key material used strictly for cryptographic operations (such as encryption, decryption, and signing). They do not return plaintext secret data to your application, making them unsuited for raw API string storage.
Azure Container Apps secret: While easy to implement natively, this option stores the key inside the Container App environment scope. It fails the requirement to keep the key entirely separated from the application environment and requires manual application updates if the backend key changes or rotates.
Box 2: Managed identity
You should use a Managed identity.
Zero Secret Lifecycle Management: A managed identity provides an automatically managed identity in Microsoft Entra ID. Azure handles credential rotation automatically, completely eliminating maintenance efforts and the risk of leaked credentials.
Native Platform Integration: Azure Container Apps natively supports managed identities to authenticate with Azure Key Vault. You can directly reference Key Vault secrets in your Container App configuration without writing custom authentication code inside the container.
Reference:
https://learn.microsoft.com/en-us/azure/container-apps/manage-secrets
NEW QUESTION # 93
You are choosing an embedding strategy for a RAG solution. Documents range from 2 to 200 pages. You need to preserve semantic coherence while staying within embedding model token limits. What should you do?
Answer: A
Explanation:
Embedding models have token limits, and embedding an entire long document as one vector dilutes semantic meaning. Chunking into smaller, slightly overlapping segments preserves context at chunk boundaries and keeps each chunk within model limits while improving retrieval relevance.
NEW QUESTION # 94
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