Anomaly Detection and Cisco Cloud Observability APIs
Within the Half 1 weblog [1], we talked concerning the significance of software observability and the way the applying stack is extra complicated 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 software entity well being leveraging Well being Guidelines APIs and Actions API.
One side of any APM answer is to make sure that your small business purposes are wholesome. One other key side is to make sure that they’re performing per the metrics that you just lay out. Functions must 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 software is detected? That is the place anomaly detection [3] is available in. This weblog will get you began with find out how 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 info assortment out of your cloud sources and companies. This information varieties the premise 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 Software Observability work
Monitoring Entity Well being with Cloud Native Software 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 possibly can discover this with:
- pattern python code [8],
- sandbox [9] and
- studying lab [10].
For example, the code and sandbox use the bottom entity in you software stack, particularly compute. The identical methodology can be utilized on any supported entity within the software stack for which information assortment is enabled. You possibly can evaluate the entities enabled for AD in [3].
Additional studying
[1] Establish weak hyperlinks in your software stack with FSO Well being Guidelines
[2] About Cisco Cloud Observability
[3] Anomaly Detection in Cisco Cloud Observability
[4] Leverage Abstraction To Disguise 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 Trade
[9] Sandbox
[10] Studying Lab
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