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IssueID #4000: #4140: deps updates
IssueID #1444: thunder
PR #431

- scikit-learn==0.24.2
- pip==21.1.2
- urllib3==1.26.5 - #431


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Skyline is a near real time anomaly detection system, built to enable passive monitoring of hundreds of thousands of metrics, without the need to configure a model/thresholds for each one, as you might do with Nagios. It is designed to be used wherever there are a large quantity of high-resolution time series which need constant monitoring. Once a metrics stream is set up from Graphite, additional metrics are automatically added to Skyline for analysis. Skyline's easily extended algorithms attempt to automatically detect what it means for each metric to be anomalous. Once set up and running, Skyline allows the user to train it what is not anomalous on a per metric basis.

Improvements to the original Etsy Skyline

  • Improving the anomaly detection methodologies used in the 3-sigma context to vastly increase performance.
  • Extending Skyline's 3-sigma methodology to enable the operator and Skyline to handle seasonality in metrics.
  • The addition of an anomalies database for learning and root cause analysis.
  • Adding the ability for the operator to train Skyline and have Skyline learn things that are NOT anomalous using a time series similarities comparison method based on features extraction and comparison using the tsfresh package.
  • Adding the ability to Skyline to determine what other metrics are related to an anomaly event using cross correlation analysis of all the metrics using Linkedin's luminol library when an anomaly event is triggered and recording these in the database to assist in root cause analysis.


Skyline documentation is available online at

The documentation for your version is also viewable in a clone locally in your browser at file://<PATH_TO_YOUR_CLONE>/docs/_build/html/index.html and via the the Skyline Webapp frontend via the docs tab.

Managed service

We offer a managed version of Skyline and custom UI for people that do not have a vast amount of time to spare. You'll get access to unreleased features and support from developers that have honed numerous Skyline integrations and trained thousands upon thousands of metrics to improve alerting.

We are looking for test partners as the product is currently in beta phase. Send us an email at

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