Automate java performance troubleshooting with AI-Powered thread dump analysis on Amazon ECS and EKS
Containers Blog
This article describes an automated Java thread dump analysis solution using AI for containerized applications on Amazon ECS and EKS.
- Prometheus monitors JVM metrics; Grafana alerts trigger Lambda functions on threshold breach
- Lambda captures thread dumps via Spring Boot Actuator (ECS) or Kubernetes API (EKS)
- Amazon Bedrock analyzes dumps to identify deadlocks, bottlenecks, and performance issues
- Results stored in S3 for historical reference and trend analysis
- Solution deployed as infrastructure-as-code using AWS CloudFormation
- Provides expert-level troubleshooting insights within seconds of detection
- Eliminates need for specialized JVM expertise in operations teams
The solution enables proactive Java performance troubleshooting by automating thread dump collection and AI-powered analysis, reducing mean-time-to-resolution for containerized Java applications.
The AWS News Feed is currently looking for gold sponsors. If you want to support the AWS community and reach a large audience of AWS professionals, consider sponsoring the AWS News Feed.
Related articles
Apr 23
2025
2025
Analyzing Java applications performance with async-profiler in Amazon EKS
Nov 21
2025
2025
Amazon ECS and Amazon EKS now offer enhanced AI-powered troubleshooting in the Console
Apr 16
2025
2025
Automate Amazon EKS troubleshooting using an Amazon Bedrock agentic workflow
Jul 30
2024
2024
Automate monitoring for your Amazon EKS cluster using CloudWatch Container Insights
The AWS News Feed is currently looking for silver sponsors. If you want to support the AWS community and reach a large audience of AWS professionals, consider sponsoring the AWS News Feed.