{"categories":[{"label":"Monitoring","url":"https://skillfed.io/packages/category/system-monitoring/3"}],"enrichment":{"capability":"Collects telemetry data from Python code by logging messages, metrics, events, and activity to Application Insights for monitoring and diagnostics.","skillfed_tags":["azure-integration","observability"],"use_cases":["Log custom metrics and events from Azure ML training runs to Application Insights for post-experiment analysis.","Capture structured diagnostic data during model training to monitor code behavior and performance.","Send activity traces from ML pipelines to centralized Azure monitoring for troubleshooting and auditing.","Instrument Python scripts running in Azure ML compute to collect free-text or metric-based telemetry.","Track experiment metadata and custom events alongside Azure ML's built-in logging for richer observability."],"what_it_does":"azureml-telemetry is Microsoft's Python package for collecting and sending telemetry data to Application Insights, typically used within Azure Machine Learning workflows. It provides a logging interface to capture messages, metrics, events, and activity traces from your code, supporting both free-text and structured logging modes. The package wraps the underlying applicationinsights library and is designed to integrate with Azure's monitoring and diagnostics infrastructure.\n\nThe package is part of the Azure ML ecosystem and is most useful when you're already working within Azure ML experiments or pipelines and need to send observability data to Application Insights. It has low install friction (one dependency) and active maintenance, supporting current Python versions (3.7+). The license is unclear because it points to a Microsoft URL rather than a standard open-source identifier, so you should verify the terms if you're using it in a proprietary or copyleft context.","worth_installing":"Yes, if you are working within Azure ML and need to send telemetry to Application Insights. The package has low install friction, active maintenance, and no known vulnerabilities. The main caveat is the unclear license\u2014review the Microsoft URL before use in proprietary projects. If you are not already in the Azure ecosystem, this package is unlikely to be useful."},"id":"azureml-telemetry","links":{"html":"https://skillfed.io/packages/azureml-telemetry","md":"https://skillfed.io/packages/azureml-telemetry.md","pypi":"https://pypi.org/project/azureml-telemetry/"},"maintenance":{"status":"active"},"meta":{"latest_release":"2026-02-25","license_spdx":null,"license_treatment":"unclear","name":"azureml-telemetry","python_support":"supports_current","summary":"Used to collect telemetry data like Log messages,     metrics, events, and activity messages"},"popularity":{"monthly_downloads":348782,"position":7339,"tier":"top_15000"},"security":{"n_vulnerabilities":0},"version":"1.62.0"}