Event Driven Integration

You are managing an Azure Service Bus Premium namespace. Your application requires strict transactional messaging where a worker receives a message from Queue A, processes it, and sends a resulting message to Queue B. If any step fails, both actions must be rolled back. How should you implement this?

You are building an order processing system with Azure Service Bus. Multiple clients might accidentally submit the exact same order twice within a 60-second window due to network retries. You need to prevent duplicate orders from entering the queue. What should you configure?

Your application uses Azure Service Bus Queues. A spike in traffic causes multiple worker instances to contend for messages. You want to ensure that when a worker locks a message, no other worker can process it, and the lock is automatically renewed in the background if processing takes longer than expected. Which client library feature should you use?

Your team is building an analytics pipeline where IoT telemetry data is ingested via Azure Event Hubs and needs to be continuously archived in Parquet format to an Azure Data Lake Storage Gen2 account for AI model training. Which built-in feature of Event Hubs should you enable?

Your application publishes custom events to Azure Event Grid using the CloudEvents 1.0 schema format. Which required attribute must be present in every CloudEvents JSON payload to ensure valid delivery?

Your enterprise application uses Azure Service Bus Topics to broadcast AI model inference updates to multiple microservices. One particular subscriber requires filtering messages so it only receives updates where the 'ModelVersion' property is equal to 'v2' and the 'ConfidenceScore' is greater than 0.85. How should you implement this?

You are configuring an Azure Service Bus Topic and Subscriptions for an AI text classification system. Which THREE filter types are supported on Service Bus subscriptions for routing messages? Each correct answer represents a valid filter type.

You are designing an event-driven architecture that needs to integrate multiple Azure services. Which THREE statements accurately describe the ideal use cases for Azure Event Grid, Azure Service Bus, and Azure Event Hubs respectively? (Choose three)

Your team is building a real-time speech transcription pipeline using Azure Event Hubs. Due to intermittent network drops, client applications need to be able to send messages with a scheduled delivery time so they are processed later. Which Azure messaging service supports scheduled message delivery natively?

You are designing a disaster recovery strategy for an Azure Event Hubs namespace. You configure Geo-Disaster Recovery pairing between a primary region (East US) and a secondary region (West US). During a disaster drill, you trigger a failover. What happens to the DNS alias pointing to the Event Hubs namespace?

You are writing a Python application that sends telemetry data to an Azure Event Hub. To ensure high performance and non-blocking batch sends, which method from the `azure-eventhub` SDK should you use?

You are designing a secure enterprise event-driven architecture. Events published to an Azure Event Grid Domain must be partitioned based on a tenant ID. How should publishers send events to the Event Grid Domain to ensure proper routing to domain topics?

Your organization uses Azure Service Bus Queues. A downstream processing service is undergoing maintenance and will be offline for 4 hours. You want to temporarily pause message processing without losing messages or triggering dead-letter timeouts. What is the recommended approach?

An AI pipeline uses Azure Service Bus Queues. You want to inspect the number of messages currently residing in a queue waiting to be processed without actually receiving or locking them. Which Azure Portal section or metric should you check?

You are troubleshooting an Azure Event Grid subscription where events published to a custom topic are failing to reach an Azure Storage Queue destination. Dead-lettering is enabled on the subscription, and failed events are appearing in the storage account container. Upon inspecting the dead-lettered events, you notice the error indicates an unauthorized access response. What is the most likely root cause and remediation?

An application publishes custom events to an Azure Event Grid topic. You want to inspect the dead-lettered events that failed delivery after the maximum retry period. Where must you configure the dead-letter destination?

You are configuring disaster recovery for an Azure Event Hubs namespace. You have established a geo-recovery pairing between a primary and secondary namespace. A failover has been executed. How should you re-establish replication back to the original primary namespace once it recovers?

You are troubleshooting event delivery failures in Azure Event Grid. Which TWO mechanisms can help you analyze or recover undeliverable events? (Choose two)

You are designing a high-scale event ingestion pipeline using Azure Event Hubs in a secure enterprise environment. Public internet access must be disabled entirely. Producers and consumers reside in a peered Virtual Network (VNet). How should you configure network connectivity to the Event Hubs namespace?

You are designing an enterprise messaging architecture using Azure Service Bus. Which THREE features are available exclusively in the Premium tier and not in the Standard tier? (Choose three)

Your organization uses Azure Event Grid namespaces for MQTT client messaging in an industrial IoT scenario. Which authentication method should you configure for IoT devices connecting directly to the Event Grid namespace MQTT broker?

Your organization requires that all messages sent to an Azure Service Bus Premium namespace are encrypted using customer-managed keys (CMK) stored in Azure Key Vault. Where must you configure this encryption setting?

You are designing an event-driven AI application that requires routing custom events from an Azure resource to multiple downstream serverless webhooks. Which Azure messaging service should you use to publish and route these events reliably?

You are developing a serverless AI notification workflow. When an AI model finishes training, it publishes an event to an Azure Event Grid topic. You want to trigger an Azure Logic App when this event occurs. Which Event Grid subscription event delivery schema and endpoint type should you select?

Your team needs to monitor when virtual machines are created or deleted across an entire Azure subscription so that an automated audit logger is triggered. Which Azure service should you use to capture these management plane operations?

Your organization uses Azure Service Bus Topics. You need to ensure that messages published to a topic are delivered to subscriptions in a specific priority order (e.g., high priority messages processed before normal priority). What is the recommended Service Bus design pattern to achieve this?

You are designing an enterprise AI event-driven pipeline. Events from multiple SaaS applications are published to an Azure Event Grid domain. You need to ensure that a rogue tenant cannot exhaust the delivery throughput of other tenants. Which feature should you leverage?

You are optimizing the cost and performance of an Azure Event Hubs namespace processing millions of financial telemetry records daily. Traffic fluctuates heavily between business hours and night time. You want to ensure the namespace scales automatically without manual intervention while bounding maximum costs. What should you configure?

Your application publishes events to an Azure Event Grid topic. You want to ensure that event publishers must present a valid shared access signature or key in the HTTP request header. Which header name does Event Grid expect for key-based authentication?

Your enterprise AI solution requires secure connectivity between Azure Event Grid and private webhook endpoints. Which THREE features support secure, private event delivery? Each correct answer represents a valid security feature.

You are integrating an external SaaS platform with your Azure AI architecture using Azure Event Grid. The external partner wants to ensure that the events they receive from your custom topic are authentic and originated from your Event Grid namespace. Which security feature should you advise the partner to verify?

You are building an AI financial transactions ledger using Azure Service Bus. Each transaction must be processed strictly in order per account ID, and if a transaction fails, subsequent transactions for that specific account must wait until the issue is resolved. Which feature should you use?

Your enterprise application uses Azure Service Bus Topics to distribute orders to inventory and billing services. A transient database outage occurs in the billing service. You must ensure that billing messages are not lost and can be retried without interfering with the inventory service. What feature should you configure?

Your distributed AI system uses Azure Event Hubs with multiple partitions. A downstream machine learning model worker needs to guarantee that all inference requests originating from the same client session are processed by the exact same worker instance and partition in order to maintain conversation context. How should you ensure this?

You are designing an AI streaming architecture using Azure Event Hubs in a Dedicated cluster. You need to monitor capacity utilization to ensure the cluster does not exceed its allocated Processing Units (PUs). Which metric should you track in Azure Monitor?

Your Azure Service Bus Premium namespace hosts critical AI request queues. Due to sudden spikes in inference requests, one of the queues experiences peak concurrency exceeding the maximum throughput units. You need to scale the namespace capacity automatically without manual intervention. What feature should you configure?

You are designing an enterprise event-driven architecture where microservices across different Azure subscriptions need to subscribe to domain events published by a central Order Service. Which Azure Event Grid architecture should you implement?

Your team is comparing Azure Event Grid, Event Hubs, and Service Bus for an AI platform integration project. Which THREE statements correctly contrast these services? Each correct answer is factually accurate.

Your application publishes events to an Azure Event Grid system topic. You want to filter events so that your webhook subscriber receives only events where the 'eventType' is 'Microsoft.Storage.BlobCreated'. Where should you configure this filter?

You are designing an asynchronous AI transaction pipeline using Azure Service Bus. You need to implement the Competing Consumers pattern where multiple worker instances process messages from a single queue without duplicating work. How does Azure Service Bus natively support this pattern?

You are deploying an enterprise AI text-analysis system using Azure Service Bus topics and subscriptions. Downstream processing requires strict message ordering and session-aware processing so that related conversational turns are processed sequentially by the same worker instance. Which property must you enable on the Service Bus subscription?

You are managing an Azure Service Bus Standard namespace. Your development team requests the ability to use Topics and Subscriptions. What action must you take to support this requirement?

You are optimizing an Azure Event Hubs stream processing application in Python. Messages are being processed too slowly, and you notice high CPU utilization on the consumer instance due to synchronous network I/O. Which programming model should you adopt to maximize ingestion throughput?

You are designing an AI streaming pipeline using Azure Event Hubs. You need to inspect diagnostic logs and operational metrics to track incoming request rates, server errors, and throttling events across the namespace. Where should you configure this telemetry collection in the Azure Portal?

You are building an event-driven AI workflow where an Azure Event Grid event triggers an Azure Function. To ensure that the function handles the Event Grid handshake validation handshake correctly when the subscription is created, what must your function code include?

Your application publishes events to an Azure Event Grid custom topic. You need to inspect the operational health and delivery success metrics of your event subscriptions. Where should you view these metrics natively in the Azure Portal?

You are building an event-driven application where messages sent to an Azure Service Bus queue must not be processed until a specific date and time in the future (e.g., 2 hours from now). What property should you set on the outgoing message?

You are developing a serverless application using Azure Functions that reacts to Azure Blob Storage creation events. Which event schema format should your function code expect by default when triggered by an Event Grid subscription?

You are designing a multi-tenant AI document processing system. Tenants upload documents, and events are dispatched via Azure Event Grid. You need to ensure that tenant isolation is maintained and that events are securely delivered to tenant-specific webhook endpoints using Azure AD (Entra ID) authentication. Which authentication mechanism should you configure on the Event Grid subscription?

Your enterprise AI solution utilizes Azure Service Bus Premium. Which THREE features are exclusively available in the Premium messaging tier (or require Premium) compared to the Standard tier? Each correct answer represents a differentiating feature.

You are implementing distributed tracing across an event-driven AI workflow that passes messages from Azure Service Bus to Azure Functions, and finally to an Azure Cosmos DB database. Which mechanism should you use to propagate correlation context between these services?

You are configuring an Azure Service Bus queue. Business requirements state that messages must automatically expire if they are not consumed within 30 minutes. Which property should you set on the queue definition?

You are building an event-driven workflow where an external partner application needs to send custom events to your Azure backend. You decide to use Azure Event Grid Custom Topics. When the partner publishes an event, which event schema format must the JSON payload adhere to?

Your enterprise system uses Azure Service Bus. Which TWO mechanisms can you implement to handle 'poison' or repeatedly failing messages? (Choose two)

You are implementing an asynchronous AI processing pipeline using Azure Event Hubs. Multiple worker instances consume events from the same Event Hub. To prevent duplicate processing and ensure load balancing across workers, how should you manage consumer checkpoints?

You are writing a Python worker application that consumes messages from an Azure Service Bus queue. To prevent message loss during unexpected application crashes, you need to ensure that messages are locked while being processed and only deleted from the queue after successful processing. Which receive mode should you use?

You are designing an AI application that needs to route real-time telemetry events from thousands of IoT devices to multiple downstream serverless functions simultaneously. Which Azure service should you use as the event broker?

Your application uses Azure Event Grid to deliver events to an Azure Function webhook. Due to a downstream database outage, the Azure Function returns HTTP 500 errors. How does Event Grid handle event delivery when the endpoint fails?

Your AI processing pipeline requires high-throughput streaming ingestion and retention of telemetry data. Which THREE features or capabilities are native to Azure Event Hubs? Each correct answer represents a complete capability.

Your application publishes messages to an Azure Service Bus queue. Which TWO methods can a C# .NET worker use to settle a message after successful processing? (Choose two)

Your organization requires that all data transmitted to an Azure Service Bus namespace is encrypted in transit using Transport Layer Security (TLS). What is the minimum required TLS version enforced by modern Azure Service Bus secure baselines?

Your organization uses Azure Event Grid to route IoT device lifecycle events. You want to ensure that events published to your custom topic are encrypted at rest using Microsoft-managed keys by default. Which action is required to enable this?

You are architecting an AI-driven video analytics pipeline using Azure Event Hubs. You need to ensure that frames belonging to the exact same video session are processed in strict chronological order by the same backend stream analytics worker. How should you partition your Event Hub?

Your team is building an AI document parser. When a user uploads a PDF to Azure Blob Storage, an event triggers an Azure Function. You want to view the delivery success rate and latency metrics of these events in the Azure Portal. Which Azure service dashboard provides these metrics out-of-the-box?

Your organization uses Azure Event Hubs to ingest telemetry from smart meters. You want to grant an external analytics vendor read-only access to the Event Hub data without sharing your master connection string or account keys. What should you create?

Your enterprise application uses Azure Service Bus Topics. A specific downstream billing system needs to receive only messages where the 'Region' property in the message application properties equals 'NorthAmerica'. What should you create on the Service Bus subscription?

You are configuring an Azure Event Grid system to route custom application events to an Azure Function webhook. To ensure secure communication, you decide to use Event Grid custom topics with Azure AD authentication. Which configuration step is required on the Azure Function endpoint to authenticate incoming events from Event Grid?

Your Azure Event Hubs namespace is experiencing high throughput spikes from AI inference nodes. You notice that some client producers are receiving 'QuotaExceededException' errors. What is the root cause and how should you remediate it?

An AI inference pipeline uses Azure Event Hubs to ingest telemetry. Your consumer application needs to read events starting from a specific timestamp to replay historical data for model retraining. Which feature of Event Hubs enables this capability?

Your application publishes custom events to an Azure Event Grid topic. You want to ensure that the webhook endpoint receiving these events can verify that the request genuinely originated from Event Grid. Which validation mechanism should your webhook implement?

Your enterprise AI system uses Azure Service Bus. A background job processes messages from a subscription. If an exception occurs, the message must be abandoned, but you want to ensure that after 5 failed delivery attempts, the message is automatically moved to a dead-letter queue without custom retry logic in code. How should you configure this?

When designing an Azure Event Hubs streaming pipeline for AI telemetry, which THREE components or configurations are required to consume events reliably using the EventProcessorClient? Each correct answer represents a necessary element.

Your application sends messages to an Azure Service Bus queue. A downstream worker needs to postpone processing of a specific message until a later time without losing its place in the queue or dead-lettering it. What method should the worker invoke?

You are integrating an Azure Event Hubs namespace with Azure Machine Learning for real-time model training. You need to archive raw telemetry data into Azure Data Lake Storage Gen2 in Apache Parquet format without writing custom code. Which feature should you enable?

You are troubleshooting a connection issue where an on-premises worker application cannot connect to an Azure Event Hubs namespace over AMQP port 5671 due to strict corporate firewall rules. Only port 443 outbound traffic is allowed. How can you configure the client connection to bypass this restriction?

You are architecting a real-time anomaly detection system. Sensor data is ingested into an Azure Event Hub. Due to intermittent network issues between the IoT gateway and Azure, duplicate events are occasionally sent. You need downstream Stream Analytics to process each unique event exactly once within a sliding window. Which Event Hub property should you leverage?

You are designing an enterprise messaging solution using Azure Service Bus. You need to ensure that messages published within a transaction (involving multiple messages sent to different queues) either all succeed or all fail together. What feature should you use?

You are integrating Azure Event Hubs with Apache Spark on Azure Databricks for real-time AI model scoring. You need to configure the Spark connector to read from all partitions of the Event Hub efficiently without missing records or creating duplicate processing bottlenecks. Which consumer property is critical to configure correctly?

You are configuring network security for an enterprise Azure Service Bus Premium namespace. Which THREE networking features can you configure to secure the namespace? (Choose three)

Your application consumes messages from an Azure Service Bus queue using PeekLock mode. Which THREE actions can your worker code perform on a received message object? Each correct answer represents a valid Service Bus SDK operation.

Your team is building an AI solution that processes thousands of images uploaded to Azure Blob Storage daily. Each image upload must trigger an immediate Azure Function to invoke Azure Cognitive Services for metadata extraction. Which event-driven messaging service should you choose for this near real-time pub/sub architecture?

Your application publishes events to an Azure Event Grid custom topic. You need to restrict publishing access so that only clients with a specific User-Assigned Managed Identity can send events. How should you secure the topic?

Your company's security policy requires that all Azure Event Grid namespaces and topics reside within a virtual network and are not accessible over the public internet. Which feature should you implement?

You are architecting a resilient, high-throughput AI telemetry ingestion pipeline using Azure Event Hubs. The pipeline must support multiple independent downstream AI consumer applications reading the same telemetry stream at different speeds without interfering with one another. Which TWO architectural components or features must you configure? (Choose two)

Your organization is implementing strict compliance standards. All event payloads transmitted through Azure Event Grid must be encrypted in transit using TLS 1.3 and encrypted at rest using a customer-managed key (CMK). Which Azure Event Grid tier supports configuring customer-managed keys?

You are troubleshooting a high-throughput stream processing pipeline using Azure Event Hubs. Consumers are experiencing lag because messages are accumulating faster than they can be processed. You want to temporarily replay historical events from 2 hours ago without altering the current consumer group offsets permanently. What should you do?

You are designing a message-based architecture in Azure Service Bus where certain high-priority messages must bypass standard messages in the queue and be processed immediately. What feature should you implement?

Your team needs to process high-volume clickstream data from a web application using Apache Kafka protocols while leveraging Azure-managed infrastructure. Which Azure service should you deploy?

An AI application uses Azure Service Bus queues for task distribution. A background worker receives a message, but needs more time to complete the lengthy AI inference task before the message lock expires. Which method should the worker invoke?

You are designing an asynchronous AI image classification workflow. Client applications upload images to Azure Blob Storage and need to be notified immediately when processing completes. The notification must include custom metadata generated by the AI worker. Which architecture should you implement?

You are building an event-driven architecture where an Azure Function needs to process messages from an Azure Service Bus queue. To optimize cost and resource utilization during quiet periods, you want the Azure Function host to scale down to zero instances when the queue is empty, and scale out rapidly when messages arrive. Which hosting plan should you choose?

Your team is building an asynchronous order processing pipeline. If a downstream AI service fails to process a message from a Service Bus queue after 5 delivery attempts, the message must be automatically removed from active processing and preserved for manual inspection. What should you configure?

Your enterprise AI application ingests millions of telemetry events per second from IoT devices using Azure Event Hubs. Downstream AI models consume these events via Apache Spark on Azure Databricks. You need to ensure that telemetry from the same device is always processed by the same Spark executor in order to maintain state. How should you partition your Event Hub?

You are designing an enterprise cloud solution that integrates Azure Event Grid, Azure Service Bus, and Azure Event Hubs. You need to select the appropriate service for three specific event-driven scenarios. Which THREE pairings of Azure messaging service to scenario are correct? (Choose three)

Your enterprise architecture uses Azure Service Bus Topics and Subscriptions with geo-disaster recovery paired namespaces. A disaster occurs, and you trigger a failover to the secondary region. What happens to the messages currently in the subscriptions of the primary namespace?

An enterprise AI system uses Azure Service Bus Topics to distribute work items. One of your subscriptions has a high volume of low-priority messages that block high-priority tasks. You want to enable high-priority messages to be processed first without creating separate topics. Which Service Bus feature should you use?

You are deploying an event-driven AI workflow using Azure Service Bus. Which TWO mechanisms help ensure message delivery reliability and prevent data loss during transient outages? Each correct answer represents a valid reliability mechanism.

You are designing an enterprise event-driven architecture for AI workloads. Which TWO Azure services provide native support for publishing discrete, reactive event notifications when resources are created or modified? Each correct answer represents a complete solution.

You are architecting an asynchronous machine learning inference pipeline. Which TWO Azure services allow you to decouple event publishers from event consumers using a publish-subscribe (pub/sub) pattern? Each correct answer represents a valid pub/sub architecture service.

You are designing a big data telemetry ingestion pipeline using Azure Event Hubs. Which THREE configuration options or properties must you consider when planning Event Hubs capacity and scaling? (Choose three)

Your application publishes custom events to an Azure Event Grid topic. You want to ensure that event publishers transmit data over secure HTTPS endpoints only. How should you enforce this?

You are designing an AI streaming pipeline using Azure Event Hubs with Apache Kafka enabled. Existing Java producers using the Kafka producer API need to authenticate against Event Hubs securely using Microsoft Entra ID (OAuth 2.0). How should you configure the Kafka producer client properties?

Your development team is implementing an event-driven microservices architecture using Azure Service Bus. You need to ensure strict FIFO (First-In, First-Out) message processing order for related financial transaction events in an AI fraud-detection workflow. Which THREE configuration steps are required? (Choose three)

Your AI ingestion pipeline ingests millions of clickstream events per second from IoT devices and streams them into an Azure ML training pipeline. Which Azure service is specifically designed for high-throughput, low-latency telemetry ingestion at this scale?

You are designing an asynchronous AI inference processing pipeline using Azure Service Bus Premium. Messages contain large payloads exceeding the standard Service Bus message size limit of 256 KB. You need to store the large payload in Azure Blob Storage while passing a reference in the Service Bus message. Which feature should you implement?

Your organization is building a multi-tenant AI platform. Tenants publish custom events to an Azure Event Grid topic. You need to ensure that tenant A's subscribers only receive events where the event subject starts with "tenant-a/". Which Event Grid feature should you implement on the event subscription?

When designing an event-driven architecture using Azure Event Grid, which THREE security or delivery mechanisms can be configured on an event subscription? Each correct answer represents a valid configuration option.

Your AI application consumes messages from an Azure Service Bus queue. During peak hours, processing takes longer than expected, and messages are frequently locked out and redelivered prematurely. You want to increase the time a message remains locked by the receiver. Where should you configure this setting?

You are designing an enterprise-grade event-driven system where producers send financial transactions to Azure Event Hubs. You must guarantee that every single message is accounted for and that no data is lost even if an entire availability zone suffers a catastrophic failure. Which deployment configuration should you select for your Event Hubs namespace?

You are implementing an event-driven architecture where an Azure Function acts as an Event Grid subscriber. Occasionally, the downstream cognitive service is throttled, causing failures. You need to ensure that unprocessable events are not lost and can be inspected later. Where should you configure a dead-letter destination?

Your application publishes messages to an Azure Service Bus queue. The messages contain sensitive personal data. Enterprise compliance mandates that message payloads are encrypted end-to-end at the application layer before being sent to Service Bus. How should you implement this?

An AI system uses Azure Service Bus queues for processing text-generation jobs. A specific job causes the worker function to crash repeatedly, leading to the message being redelivered continuously. Which Service Bus feature should you configure to capture these poison messages after a specific delivery count is reached?

Your team is building an automated image moderation pipeline. When an image is uploaded to Azure Blob Storage, you need to trigger an Azure Function to process it using Azure AI Vision. You want to ensure the lowest latency and native cloud event integration. Which integration approach should you configure?

You are troubleshooting an Azure Function triggered by an Azure Event Grid subscription. The function is failing to receive events. Which TWO diagnostic steps should you take in the Azure Portal or via Azure CLI? Each correct answer is a valid troubleshooting action.

Your team is developing an Azure Function that acts as an Event Grid webhook subscriber. You want to test the function locally using the Azure Functions Core Tools CLI. Which command starts the local runtime and enables local event ingestion?

An event subscriber endpoint hosted on an Azure App Service web app is failing to receive events from an Azure Event Grid system topic. Upon investigation, you discover Event Grid received a handshake validation failure. What is the most likely cause?

You are designing a multi-tenant AI ingestion pipeline using Azure Event Hubs. You need to ensure that low-priority tenants cannot starve high-priority tenants of partition resources. Which feature should you implement?

An application publishes custom events to an Azure Event Grid custom topic. You need to route events dynamically based on the event's 'department' property in the event payload. Which filtering mechanism should you configure on the Event Grid subscription?

Your enterprise application uses Azure Event Grid. Which TWO event schemas are natively supported when publishing events to an Event Grid custom topic? (Choose two)

You are designing an IoT data ingestion architecture using Azure Event Hubs. Devices occasionally send malformed JSON payloads that cause stream processing jobs to crash. You need to route these invalid messages to a separate error container without stopping the main ingestion stream. What should you implement?

Your organization uses Azure Event Grid to route cloud events across different departments. Security auditors require that all event traffic destined for a webhook endpoint is authenticated using Azure Active Directory (Microsoft Entra ID) bearer tokens. How should you configure the event subscription?

You are configuring Azure Event Grid to send events to an Azure Logic App. Which built-in trigger should you use in your Logic App workflow to receive these events seamlessly?

You are architecting an event-driven AI ingestion pipeline using Azure Event Hubs. Which TWO features or capabilities are native to Azure Event Hubs? (Choose two)

You are configuring authentication and authorization across Azure messaging and eventing services. Which THREE statements regarding security features are correct? (Choose three)

You are configuring geo-disaster recovery for an Azure Service Bus Premium namespace containing critical financial transactions. A regional outage occurs. After initiating a failover to the secondary region, what happens to the alias pointing to the namespace?

Your application emits custom events to an Azure Event Grid topic. You want to test your webhook endpoint locally during development without deploying your code to Azure. Which tool should you use to receive events directly from Event Grid?

You are writing a C# .NET console application that sends batch messages to an Azure Service Bus queue. To maximize performance and avoid exceeding payload size limits, how should you construct and send the batch?

You are designing an event-driven AI document processing pipeline. Incoming PDF documents are uploaded to Azure Blob Storage, triggering an Event Grid event. The event triggers an Azure Function that downloads the PDF, processes it with Azure AI Document Intelligence, and saves results to Azure Cosmos DB. Under high load, duplicate events are occasionally received by the function, causing duplicate Cosmos DB records. How should you design the Azure Function to handle idempotency?