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articles/machine-learning/v1/how-to-enable-app-insights.md

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@@ -8,7 +8,7 @@ ms.subservice: mlops
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ms.author: larryfr
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author: Blackmist
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ms.reviewer: alehughes
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ms.date: 11/04/2022
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ms.date: 03/10/2025
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ms.topic: how-to
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ms.custom: UpdateFrequency5, devx-track-python, data4ml, sdkv1
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---
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To log web service request information, add `print` statements to your score.py file. Each `print` statement results in one entry in the Application Insights trace table under the message `STDOUT`. Application Insights stores the `print` statement outputs in `customDimensions` and in the `Contents` trace table. Printing JSON strings produces a hierarchical data structure in the trace output under `Contents`.
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## Export data for retention and processing
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>[!Important]
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> Azure Application Insights only supports exports to blob storage. For more information on the limits of this implementation, see [Export telemetry from App Insights](/previous-versions/azure/azure-monitor/app/export-telemetry#continuous-export-advanced-storage-configuration).
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Use Application Insights' [continuous export](/previous-versions/azure/azure-monitor/app/export-telemetry) to export data to a blob storage account where you can define retention settings. Application Insights exports the data in JSON format.
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:::image type="content" source="media/how-to-enable-app-insights/continuous-export-setup.png" alt-text="Continuous export":::
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## Next steps
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In this article, you learned how to enable logging and view logs for web service endpoints. Try these articles for next steps:

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