Incident Engineering
Kubernetes / Karpenter Incident Debugging
A production troubleshooting case study tracing pending Kubernetes workloads through resource requests, Karpenter identity and IAM trust, and EBS Availability Zone affinity.
Cloud · DevOps · Infrastructure as Code
Cloud & DevOps Engineer · AWS Community Builder · Digital Forensics Researcher
I design secure, scalable, and observable cloud infrastructure using AWS, Kubernetes, Terraform, and modern DevOps practices, with a growing research focus on cloud and digital forensics.
Selected engineering work
Production-oriented case studies covering Kubernetes troubleshooting, cloud security automation, and event-driven infrastructure.
Incident Engineering
A production troubleshooting case study tracing pending Kubernetes workloads through resource requests, Karpenter identity and IAM trust, and EBS Availability Zone affinity.
Cloud Security Automation
Automating EBS encryption compliance and remediation using AWS Config, Systems Manager automation, and infrastructure-as-code practices.
Cloud Native
A Kubernetes autoscaling proof of concept using KEDA to connect event-driven workload demand with dynamic pod scaling and operational testing.
Open source & code
Infrastructure as code, automation, Kubernetes tooling, and the source behind this site. Explore the repositories and contribution history.
View @kloudmaster on GitHubContribution activity
Engineering
AWS architecture, Kubernetes platforms, Infrastructure as Code, CI/CD, observability, and production troubleshooting.
Research
Research interests spanning cloud forensics, forensic-ready IoT systems, digital evidence, and security engineering.
Community
AWS Community Builder, technical writer, mentor, and practitioner focused on documenting real engineering problems and solutions.