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Smarter Golden Signals - Using AIOps for Kubernetes Cluster Monitoring

Offered By: CNCF [Cloud Native Computing Foundation] via YouTube

Tags

Anomaly Detection Courses Prometheus Courses Open Source Courses Platform Engineering Courses AIOps Courses

Course Description

Overview

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Explore an innovative approach to Kubernetes cluster monitoring in this conference talk from KubeCon + CloudNativeCon North America 2022. Learn how Platform Engineers and SREs at Intuit tackled alert fatigue and improved incident detection using open-source solutions. Discover the implementation of numalogic, an AIOps anomaly detection engine, to analyze Prometheus metrics and derive baseline behaviors without requiring AI/ML expertise. Witness a live demonstration of the AIOps-based Prometheus metrics pipeline, showcasing real-time data collection, processing, and analysis. Gain insights into computing anomaly scores for individual components and aggregating them into a single cluster-wide score, ultimately reducing Mean Time to Detection (MTTD) during incidents and enhancing overall platform health monitoring.

Syllabus

Smarter Golden Signals! - Anusha Ragunathan & Venkata Gunapati, Intuit Inc


Taught by

CNCF [Cloud Native Computing Foundation]

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