AI-powered event response for Amazon EKS

This article explains how AWS DevOps Agent, an AI-powered autonomous agent built on Amazon Bedrock, provides intelligent incident response and root cause analysis for Amazon EKS clusters by discovering Kubernetes resources and correlating observability data.

• AWS DevOps Agent discovers Kubernetes resources through telemetry analysis, metadata enrichment, and dependency mapping
• Agent analyzes OpenTelemetry data, service mesh patterns, and distributed traces to understand microservice relationships
• Enriches resources with labels, annotations, specifications, and network topology information
• Requires EKS 1.27+, OpenTelemetry Operator, Amazon Managed Prometheus, ADOT Collector, and Container Insights
• Deployment includes Agent Space configuration, IAM roles, and integration with CloudWatch, X-Ray, and Prometheus
• Baseline traffic testing establishes normal operational patterns for anomaly detection
• Simulated production events demonstrate error pattern analysis and resource utilization correlation
• Investigation workflow includes data collection, analysis, root cause identification with confidence scoring, and mitigation recommendations
• Topology feature automatically discovers and maps infrastructure relationships and dependencies
• Provides prevention strategies and runbook-style guidance for incident response teams

AWS DevOps Agent automates incident investigation for Kubernetes environments by combining AI-driven analysis with comprehensive observability data integration.