The evolution timeline

15 weeks from bash to self-healing Kubernetes

“I don't just use DevOps tools — I documented every step of learning them.” A structured progression from Linux fundamentals to production-grade monitoring and AI-powered remediation, then onwards into paid production work.

Phase 1 · Foundations
WEEKS 1–2

Linux & Shell Scripting

Automated sys-admin tasks with Bash. The habits behind the Arena’s Linux challenges.

Bashsystemdcronawk/sed
WEEKS 3–4

Git & Version Control

Branching strategies, hooks and workflows.

GitHooksBranching
Phase 2 · Build & ship
WEEKS 5–6

Docker & Containerization

Multi-stage builds and Docker Compose. Related project: a 4-container React/Node app with persistent volumes and health checks on AWS EC2.

DockerComposecapstone repo ↗
WEEKS 7–8

CI/CD with Jenkins & GitHub Actions

Pipeline-as-Code from scratch. Related project: a 6-stage DevSecOps pipeline (SonarCloud SAST, Snyk SCA, SHA-tagged builds) on a self-hosted EC2 runner with a 98.5% success rate.

JenkinsGitHub Actionspipeline repo ↗
Phase 3 · Cloud & infrastructure as code
WEEKS 9–10

AWS Core: EC2, S3, IAM, VPC

Deployed real workloads on AWS.

EC2S3IAMVPC
WEEKS 11–12

Terraform & IaC

Modular infrastructure, remote state and workspaces. Related project: a reusable EKS stack with S3 + DynamoDB remote state.

TerraformRemote stateEKS-Terraform-Infra ↗
Phase 4 · Orchestration & reliability
WEEKS 13–14

Kubernetes & EKS

Deployments, Services, Ingress and HPA. Related project: an end-to-end three-tier DevSecOps application with Jenkins and ArgoCD GitOps.

KubernetesHelmArgoCDthree-tier repo ↗
WEEK 15

Prometheus, Grafana & AI self-healing

Full observability plus ML-powered auto-remediation. Related project: a RandomForest model predicts failures from CPU/memory metrics and an auto-healer restarts or scales above 75% failure probability. MTTR fell from 30 minutes to 30 seconds across 58 Terraform-managed resources.

PrometheusGrafanascikit-learnself-healing-infra ↗
Phase 5 · Production
OCT 2025 – APR 2026

DevOps Engineer Trainee · DevOps Institute Mumbai

Multi-node EKS clusters via Terraform and eksctl, GitHub Actions/Jenkins pipelines with Trivy and SonarQube gates, Grafana dashboards that cut MTTD by 40%.

JUNE 2026 – NOW

DevOps Engineer · Techpaylogic Technologies

Owning production for a payment gateway and a travel platform: canary and blue/green releases on ECS (rollback 20 min → under 2 min), Terraform-modelled AWS environments, WAF hardening and PagerDuty-integrated alerting (MTTR −35%).

Now practise what I learned

Every phase above has matching hands-on challenges in the DevOps Arena.

Enter the DevOps Arena →