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.
Question
Options
- AAzure Logic Apps
- BAzure Automation runbook
- CAzure Function apps
- DAzure DevOps pipeline
How the community answered
(38 responses)- A79% (30)
- B5% (2)
- C3% (1)
- D13% (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.
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.
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.
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.
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
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