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mdbirnstiehl committed May 30, 2024
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[[monitor-nginx-ml]]
== Part 5: Find anomalies in your nginx access logs

The {integrations-docs}/nginx[Nginx Elastic integration] to help find unusual activity in your nginx access logs.
Use the {integrations-docs}/nginx[nginx Elastic integration] machine learning (ML) module to help find unusual activity in your nginx access logs.
Monitoring anomalies in your access logs helps you detect:

* security threats
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Unusual visitor rates (`visitor_rate_nginx`):: Uses the {ml-docs}/ml-count-functions.html#ml-nonzero-count[`non_zero_count`] function to detect abnormal visitor rates. High visitor rates could indicate something malicious like a DDoS attack.
Low visitor rates could indicate issues with access to the server.

Refer to {integrations-docs}/nginx#ml-modules[nginx integration ML modules] for more on the jobs and the ML module manifest.
NOTE: These anomaly detection jobs are available when you have data that matches the query specified in the ML module manifest. Users not following this tutorial can refer to {integrations-docs}/nginx#ml-modules[nginx integration ML modules] for more about the ML module manifest.

[discrete]
[[monitor-nginx-ml-prereqs]]
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