AIOps Essentials: Issue Detection using Anomaly Detection on top of APM | AIOps Use Cases (3/5)
Artificial intelligence for IT operations (AIOps) is a way to automate tasks that are typically carried out by site reliability engineers (SREs). It aims to make the lives of SREs easier by helping them reduce the amount of noise coming from systems, surface issues more easily, and perform root cause analysis by correlating data from different systems
In this video, we explore using machine learning on top of data that we've already collected. Specifically, we focus on issue detection using unsupervised machine learning. We demonstrate how Elastic can both reduce noise and focus on important data, as well as detect normal or abnormal system behavior without prior knowledge of what "normal" or "good" state is. We also show how to create machine learning jobs and use anomaly detection in the APM to analyze data from microservices, system calls, and Kubernetes.
Chapters:
00:00 - Issue Detection introduction
03:00 - Anomaly Detection for APM
08:20 - Anomaly Detection for Hosts (Kubernetes)
12:54 - Anomaly Explorer
18:42 - Creating business metrics from logs
29:00 - Anomaly Detection on Business Metrics
31:46 - Issue detection on processed payments
34:00 - Forecast
Additional Resources:
- Learn why Elastic Observability was recognized as a Strong Performer in the Forrester Wave AIOps, Q4 2022 report: https://www.elastic.co/explore/devops-observability/forrester-research-wave-aiops-report
- Take a deeper dive into log anomaly detection: https://www.elastic.co/guide/en/observability/current/inspect-log-anomalies.html
- Learn more about APM: https://www.elastic.co/observability/application-performance-monitoring
- Learn more about AIOps: https://www.elastic.co/observability/aiops
- Learn more about Log Monitoring: https://www.elastic.co/observability/log-monitoring
- Learn more about Elastic Kibana: https://www.elastic.co/kibana/
- Learn more about Elastic Observability: https://www.elastic.co/observability/
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About Elastic
Elastic is the leading platform for search-powered solutions, and we help everyone — organizations, their employees, and their customers — find what they need faster, while keeping applications running smoothly, and protecting against cyber threats. When you tap into the power of Elastic Enterprise Search, Observability, and Security solutions, you’re in good company with brands like Netflix, Uber, Slack, Microsoft, and thousands of others who rely on us to accelerate results that matter.
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