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Microsoft

DP-100 · Question #477

You create an Azure Machine Learning workspace. You must configure an event handler to send an email notification when data drift is detected in the workspace datasets. You must minimize development…

The correct answer is A. Azure Logic Apps. Azure Logic Apps is the correct choice because it provides a low-code workflow automation platform with built-in connectors for email and Azure event sources, minimizing development effort.

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Question

You create an Azure Machine Learning workspace. You must configure an event handler to send an email notification when data drift is detected in the workspace datasets. You must minimize development efforts. You need to configure an Azure service to send the notification. Which Azure service should you use?

Options

  • AAzure Logic Apps
  • BAzure Automation runbook
  • CAzure Function apps
  • DAzure DevOps pipeline

How the community answered

(38 responses)
  • A
    79% (30)
  • B
    5% (2)
  • C
    3% (1)
  • D
    13% (5)

Why each option

Azure Logic Apps is the correct choice because it provides a low-code workflow automation platform with built-in connectors for email and Azure event sources, minimizing development effort.

AAzure Logic AppsCorrect

Azure Logic Apps integrates natively with Azure Event Grid, which publishes data drift detection events from Azure Machine Learning. Using the built-in Event Grid trigger and an Office 365 or SMTP email connector, you can build the entire notification workflow visually without writing any code, which directly satisfies the requirement to minimize development effort.

BAzure Automation runbook

Azure Automation runbooks require authoring PowerShell or Python scripts and configuring webhooks or schedules, which involves significantly more development effort than a no-code Logic Apps workflow.

CAzure Function apps

Azure Function apps require writing and deploying custom code to handle the event and send the email, which is more development effort compared to the pre-built connectors available in Logic Apps.

DAzure DevOps pipeline

Azure DevOps pipelines are a CI/CD tool designed for build and release automation and are not suited for event-driven notification workflows triggered by data drift events.

Concept tested: Configuring event-driven email notifications for data drift in Azure ML

Source: https://learn.microsoft.com/en-us/azure/machine-learning/how-to-use-event-grid

Topics

#Azure Machine Learning#Data Drift#Event Handling#Logic Apps

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