AIOps Essentials: What is AIOps? | AIOps Use Cases with Elastic Observability (1/5)
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. AIOps can also automate actions based on identified problems using machine learning. In this video series, we demonstrate how to use Elastic to implement AIOps.
This first part focus on Data Collection, here we will run the OpenTelemetry demo on a Kubernetes cluster and we use an Elastic Agent to collect logs, metrics, and traces and send them to Elastic Cloud. There is a GitHub repository for this series that can be used if you want to follow along: https://github.com/ugosan/elastic-aiops-series
Chapters:
00:00 - Introduction
01:08 - AIOPS five use cases
03:10 - Elastic stack, Elastic Cloud, on-premises, or on Kubernetes
03:46 - OpenTelemetry demo and Infrastructure
05:22 - Elastic Cloud
08:34 - Free Machine Learning node in Elastic Cloud
09:02 - Deploying the Elastic Agent in Kubernetes
09:45 - Deploying the OpenTelemetry Demo
10:15 - Customizing the Opentelemetry Collector
10:56 - Steps to retrieve the APM endpoint and token
12:35 - Configuring the Opentelemetry Collector through Helm
13:34 - Services in Elastic APM
16:10 - Fleet, and adding new agents
19:00 - Kubernetes Integration
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
- Learn more about Elastic AIOps: https://www.elastic.co/observability/aiops
- Learn more about Elastic Observability: https://www.elastic.co/observability/
- Learn more about Elastic Agent: https://www.elastic.co/elastic-agent
- Learn more about APM: https://www.elastic.co/observability/application-performance-monitoring
- Learn more about Kubernetes monitoring: https://www.elastic.co/observability/kubernetes-monitoring
- AIOps Essentials series Github repository: https://github.com/ugosan/elastic-aiops-series
- Start the 14-day trial for free! No credit card required: https://cloud.elastic.co/registration
- Subscribe to Elastic’s Community YT channel: https://www.youtube.com/c/OfficialElasticCommunity
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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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