CloudOps Specialist @ Teradata · Linux · Cloud · Infrastructure
I've spent 10+ years in Linux, cloud and infrastructure operations. At Teradata I'm a CloudOps Specialist, leading cloud infrastructure operations on GCP.
My focus is where DevSecOps meets MLOps: securing CI/CD pipelines, hardening Kubernetes, and making machine learning workloads production-ready.
- 🏢 CloudOps Specialist @ Teradata
- 🔬 Building Outage Lab: real production failures, rebuilt on a laptop
- 🎯 Currently focused on: Kubernetes security, MLOps pipelines, GitOps
- 📍 India
Real production failures, rebuilt on a laptop. Break them, find the cause, fix them, and stop them from coming back.
Every lab runs on a laptop with Docker, kind and kubectl. No cloud account, no cost. Each one follows the same debugging method: reproduce the failure, collect the evidence, prove the cause, and fix it properly instead of just making the symptom go away.
| # | Failure | What you learn |
|---|---|---|
| 001 | The pod that restarts with no error in the logs | Exit code 137, memory limits, and why a bigger limit is not a fix |
More labs are on the way. Start with Lab 001 →
| Project | What it is | Stack |
|---|---|---|
| outage-lab | Real production failures rebuilt on a laptop, with a step-by-step debugging method | Kubernetes · kind · Bash |
| K8s-security-recipes | A hands-on 7-day series on securing Kubernetes end to end: Pod Security Admission, seccomp, AppArmor, OPA Gatekeeper, Falco (in progress) | Kubernetes · Security |
| gcp-ops-recipes | Terraform lab on GCP: a public bastion host in front of a private prod server, with a custom VPC, firewall rules and SSH-only access | Terraform · GCP |
| devops-real-world-project-implementation-on-aws | My hands-on build of StackSimplify's Ultimate DevOps Real-World Project on AWS: EKS with Terraform, Karpenter, Helm, Argo CD, OpenTelemetry | AWS · EKS · Terraform |
| Shell | Shell scripts, including a GitHub API integration module | Bash |
Containers & Orchestration
Cloud & Infrastructure
CI/CD & DevSecOps
MLOps & Observability
Languages & Scripting

