[APM] Anomaly detection based alerts #72636
Description
Describe the feature: Allow users to configure anomaly detection based alerts in addition to the threshold based alerts that we have today.
Describe a specific use case for the feature: While static thresholds are great for creating basic alerts they can cause a lot of noise especially when the underlying data is expected to be bursty. Anomaly detection profiles the response time of a service and surfaces detected outliers/anomalies. Allowing users to create an anomaly detection based alert will allow the user to create alerts that take into account the bursty/seasonal traffic patterns and only notify a user when true anomalies are detected.
Where can a user configure these alerts? The anomaly detection based alerting should be available in the same drop down list as the Threshold alerts allowing the user to pick and choose what alerting method would work the best for them.
What if a user does not have ML configured? If ML jobs are not set up for the service/environment, the user should be presented with the option to create the ML job before they can configure Alerts.
