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The third and last format is the AI-200 desktop practice exam software form that can be used without an active internet connection. This software works offline on the Windows operating system. The practice exams benefit your preparation because you can attempt them multiple times to improve yourself for the Developing AI Cloud Solutions on Azure Professional-Cloud-Developercertification test. Our AI-200 Exam Dumps are customizable, so you can set the time and questions according to your needs.
| Section | Objectives |
|---|---|
| Topic 1: Develop AI solutions by using Azure data management services | - Work with Azure data platforms for AI workloads
|
| Topic 2: Secure, monitor, troubleshoot Azure solutions | - Operate AI cloud solutions
|
| Topic 3: Develop containerized solutions on Azure | - Implement containerized applications
|
| Topic 4: Connect to and consume Azure services | - Integrate Azure services
|
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NEW QUESTION # 63
You must ensure an Azure OpenAI-powered application never exceeds a defined token-per- minute budget across all users to avoid runaway costs. What should you configure?
Answer: D
Explanation:
Each Azure OpenAI deployment can have Tokens-Per-Minute (TPM) and Requests-Per-Minute (RPM) limits configured, which cap consumption at the deployment level and directly control cost exposure.
NEW QUESTION # 64
Note: This question is part of a series of questions that present the same scenario. Each question in the series contains a unique solution that might meet the stated goals.
You are preparing a production deployment for an Azure Function app. The app will run across multiple environments.
The solution must support environment-specific configuration and prevent secrets from being stored in source control.
You need to develop the solution.
Solution: Store connection strings in the Function app application settings configured in the Azure Portal.
Does the solution meet the goal?
Answer: A
Explanation:
Azure Functions application settings are the correct mechanism for keeping environment-specific configuration outside the application source code. Microsoft documents that application settings, including connection strings and other configuration values, are defined separately for each function app . This allows development, test, staging, and production deployments to use different values without modifying the application code.
At runtime, Function app settings are exposed to the application as environment variables , so code can retrieve the required connection string or configuration value without embedding it in a configuration file committed to source control. This directly satisfies the requirement to prevent secrets from being stored in the Git repository.
For production-grade secret management, Azure Key Vault references are often preferable because they provide centralized secret lifecycle management and can be combined with managed identities. However, the question asks only whether the proposed solution meets the stated goals. Storing connection strings in Azure Function application settings does satisfy both: values can vary by deployed environment and remain outside source-controlled application files.
Study Guide references: Azure Functions configuration; application settings; environment variables; secure application configuration.
NEW QUESTION # 65
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.
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:
Verified answer: Yes; No; Yes; No.
Detailed Explanation: `auth_level=FUNCTION` means invocation requires a function key unless a stronger platform authentication layer is configured, so the first statement is true. The route explicitly permits POST, not GET. The function reads `req.get_body()` and returns that value in the HttpResponse, so the response contains the request body. No schema, type, required-field, or other payload validation is performed before the response is constructed, making the final statement false.
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 HTTP trigger
NEW QUESTION # 66
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,D
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 # 67
Hotspot Question
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.
NOTE: Each correct selection is worth one point.
Answer:
Explanation:
Explanation:
Box 1: Set a Time for Live (TTL) on each key.
To configure Redis to expire your AI responses exactly 24 hours after caching, you must apply a Time-To-Live (TTL) of 86,400 seconds to the specific keys holding those responses.
Box 2: Delete related keys when the document changes
You must invalidate or update those cached keys when source data changes to prevent your RAG system from retrieving stale information.
Incorrect:
Configuring allkeys-lru (Least Recently Used) is not recommended to ensure your cached embeddings or AI responses reflect current source data.allkeys-lru is an eviction policy. It only deletes data when Redis reaches its maximum memory limit, and it targets keys that haven't been accessed recently. It does not verify if the underlying source data has changed, meaning users will get dangerously outdated (hallucinated) AI responses if the source document is updated but the cached response remains in memory.
Reference:
https://zenvanriel.com/ai-engineer-blog/ai-caching-strategies/
NEW QUESTION # 68
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