Determine Weak Hyperlinks in Your Software Stack

February 23, 2024

1

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 appliance stack is extra advanced than ever with multi cloud deployments. We noticed how the FSO resolution, 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 facet of any APM resolution is to make sure that your enterprise purposes are wholesome. One other key facet is to make sure that they’re performing per the metrics that you just lay out. Purposes must be acting at or above their anticipated conduct. How does one specify this anticipated conduct? Can we leverage machine studying capabilities of the Full-Stack Observability resolution to study what’s regular, and flag when irregular conduct of an software is detected? That is the place anomaly detection [3] is available in. This weblog will get you began with the 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 info assortment out of your cloud assets and providers. This information varieties the idea for the machine studying algorithm to establish irregular conduct.

Cloud Connections with Cisco Cloud Observability

Evaluation cloud connection API’s within the blogs referenced in [4] [5].

Prathima 1 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’ll be able to 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, specifically compute. The identical methodology can be utilized on any supported entity within the software stack for which information assortment is enabled. You’ll be able to evaluation the entities enabled for AD in [3].