Anomaly Detection and Cisco Cloud Observability APIs
Within the Half 1 weblog [1], we talked in regards to the significance of utility observability and the way the applying stack is extra advanced than ever with multi cloud deployments. We noticed how the FSO answer, Cisco Cloud Observability [2], can be utilized to establish and react to cloud native utility entity well being leveraging Well being Guidelines APIs and Actions API.
One facet of any APM answer is to make sure that what you are promoting purposes are wholesome. One other key facet is to make sure that they’re performing per the metrics that you simply lay out. Functions ought to be acting at or above their anticipated habits. How does one specify this anticipated habits? Can we leverage machine studying capabilities of the Full-Stack Observability answer to study what’s regular, and flag when irregular habits of an utility is detected? That is the place anomaly detection [3] is available in. This weblog will get you began with the best way to go about configuring anomaly detection and affiliate actions when violations are detected.
As in well being guidelines, cloud connections to your cloud accounts begins the information assortment out of your cloud assets and providers. This knowledge varieties the idea for the machine studying algorithm to establish irregular habits.
Cloud Connections with Cisco Cloud Observability
Evaluation cloud connection API’s within the blogs referenced in [4] [5].
Fig 1. High-level overview of how Cloud Native Utility Observability work
Monitoring Entity Well being with Cloud Native Utility Observability
For guide provisioning of anomaly detection and actions with ClickOps, you’d use the Cisco Cloud Observability portal.[6]
For programmatic provisioning of well being guidelines and actions utilizing API’s [7], you may discover this with:
- pattern python code [8],
- sandbox [9] and
- studying lab [10].
For instance, the code and sandbox use the bottom entity in you utility stack, specifically compute. The identical methodology can be utilized on any supported entity within the utility stack for which knowledge assortment is enabled. You possibly can evaluate the entities enabled for AD in [3].
Additional studying
[1] Determine weak hyperlinks in your utility stack with FSO Well being Guidelines
[2] About Cisco Cloud Observability
[3] Anomaly Detection in Cisco Cloud Observability
[4] Leverage Abstraction To Cover Complexity with Cisco Cloud Observability Cloud Connection API
[5] Automating Observability with Cisco Cloud Observability Cloud API’s
[6] Anomaly Detection Configuration with ClickOps
[7] API Documentation
[8] DevNet Code Change
[9] Sandbox
[10] Studying Lab
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