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ML Model Lifecycle And OperationshardMultiple ChoiceObjective-mapped

AI-300 ML Model Lifecycle And Operations Practice Question

You are implementing a retraining trigger for a demand forecasting model. You want to trigger a pipeline execution only when the drift metric for the 'Price' feature exceeds a predefined threshold. Which service should you integrate with Azure Machine Learning?

Answer choices

Why each option matters

Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.

Correct answer & explanation

Azure Event Grid and Logic Apps.

Azure Machine Learning Data Drift Monitors can be configured to emit events to Azure Event Grid, which can then trigger an Azure Logic App or Azure Function to start the pipeline.

Answer analysis

Option-by-option breakdown

For each option: why learners choose it and why it is or isn't the right answer here.

  • Azure Batch schedules.

    Why it's wrong here

    Batch schedules are time-based, not event-based.

  • Azure Data Factory triggers.

    Why it's wrong here

    Data Factory is for data movement, not drift-based triggers.

  • Azure Monitor alerts on logs.

    Why it's wrong here

    Monitor alerts are for health, not triggering ML workflows.

  • Azure Event Grid and Logic Apps.

    Why this is correct

    This is the native integration pattern for drift-based automation.

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Last reviewed August 2026 · checked against the official Microsoft exam blueprint

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