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  • Should You Do a Cloud Certification? The Four Reasons I Tell People Not to Collect Them, What the Exams Cost in 2026, and the One Case Where a Certificate Is Worth the Money

    calendar Oct 21, 2026 · 10 min read · Career  ·
    Last Modified : Oct 21, 2026
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    Should You Do a Cloud Certification? The Four Reasons I Tell People Not to Collect Them, What the Exams Cost in 2026, and the One Case Where a Certificate Is Worth the Money

    TL;DR Certifications are not bad; chasing them is. A badge proves you reached the passing mark on one exam on one day. It does not prove you have run the service in production, and the terms attached to every badge say so. The four reasons from the video: certification overload (AWS, Azure, GCP, Kubernetes, AI, …


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  • What to Learn Before (and Alongside) Cloud - the Six Non-Cloud Skills Every DevOps, SRE and Cloud Engineer Uses Daily: Code and Git, Scripting, CI/CD, Automation, Infrastructure as Code, Networking and Security

    calendar Oct 21, 2026 · 9 min read · Career  ·
    Last Modified : Oct 21, 2026
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    What to Learn Before (and Alongside) Cloud - the Six Non-Cloud Skills Every DevOps, SRE and Cloud Engineer Uses Daily: Code and Git, Scripting, CI/CD, Automation, Infrastructure as Code, Networking and Security

    TL;DR Six skills, none of them cloud-specific, all of them used every day: 1) one programming language you can read the documentation of, plus Git and an editor; 2) scripting in bash first and Python second; 3) a CI/CD tool, Jenkins, GitHub Actions or GitLab; 4) automation with Ansible, with bash as the fallback; 5) …


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  • AWS Bedrock + Claude + MCP Server - Build a Production AI Agent That Never Holds a Database Password (Teleport, RDS PostgreSQL, Terraform)

    calendar Oct 14, 2026 · 18 min read  ·
    Last Modified : Oct 17, 2026
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    AWS Bedrock + Claude + MCP Server - Build a Production AI Agent That Never Holds a Database Password (Teleport, RDS PostgreSQL, Terraform)

    Disclosure - this post and the video are sponsored by Teleport. The architecture, the code and the opinions are entirely my own - I built and ran everything shown here myself, and the parts that broke are in here too. 👉 Want to build this yourself? Start with Teleport's agentic identity and access control page (the …


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  • Real-Time DevOps Project - Deploy a Python Flask REST API with MySQL RDS on AWS Using Terraform and Jenkins, Step by Step (Jenkins on EC2 in eu-west-1, App and Database in eu-central-1, ALB, ACM, Route 53, Custom Domain with HTTPS)

    calendar Oct 11, 2026 · 29 min read  ·
    Last Modified : Oct 17, 2026
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    Real-Time DevOps Project - Deploy a Python Flask REST API with MySQL RDS on AWS Using Terraform and Jenkins, Step by Step (Jenkins on EC2 in eu-west-1, App and Database in eu-central-1, ALB, ACM, Route 53, Custom Domain with HTTPS)

    This is the project video people keep asking me to write up - a real, end-to-end DevOps pipeline with nothing mocked: a Jenkins server that Terraform builds in one AWS region, a Jenkins pipeline that runs Terraform to build a second region, and at the end a Python Flask REST API talking to MySQL on RDS, behind an …


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  • Stop Building Stateless AI Chatbots - Build a Durable Kubernetes Incident Agent with Trigger.dev chat.agent, Next.js, the Vercel AI SDK and Human-in-the-Loop Approvals (OOMKilled Demo on minikube and EKS)

    calendar Oct 11, 2026 · 30 min read  ·
    Last Modified : Oct 17, 2026
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    Stop Building Stateless AI Chatbots - Build a Durable Kubernetes Incident Agent with Trigger.dev chat.agent, Next.js, the Vercel AI SDK and Human-in-the-Loop Approvals (OOMKilled Demo on minikube and EKS)

    Disclosure - this post and the video are sponsored by Trigger.dev. The architecture, the code and the opinions are entirely my own - I built and tested everything shown here myself, and the parts that broke are in here too. 👉 Want to build this yourself? Start with the Trigger.dev Chat Agent documentation (the link …


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  • AI Caught My Cloud Failure Before I Did

    calendar Mar 9, 2026 · 14 min read  ·
    Last Modified : Mar 9, 2026
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    AI Caught My Cloud Failure Before I Did

    Table of Contents What Are We Building? Architecture Overview Prerequisites Project Structure Step 1: Multi-Cloud Infrastructure with Terraform Providers Configuration AWS Module — VPC, Subnet, Security Group, EC2 GCP Module — Network, Firewall, VM Root Main and Outputs Step 2: The Flask App — CrashLab API Intentional …


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  • How would I learn DevOps(If I had to Start Over)

    calendar Apr 9, 2021 · 12 min read  ·
    Last Modified : Apr 9, 2021
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    How would I learn DevOps(If I had to Start Over)

    I got this question many times like how should I start learning DevOps. Well in this article we are gonna talk about How should I learn DevOps by myself if I had to start from scratch? Devops learning path There are certain caveats which I would like to mention - Learning can different for everyone - The first one is …


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Recent Posts

  • Kubernetes IP Address Planning: 22 Problems the Free IP Calculator Solves on EKS, GKE, AKS and On-Premises (kubeadm, Mirantis MKE, RKE2, OpenShift, Tanzu, Talos), with the Numbers and a Screenshot for Each
  • git rebase --exec Explained - Run Your Tests on Every Commit Before You Push, with Real Output, the Failure Path, and the Three Things That Bit Me
  • helm template Explained - Render a Helm Chart Locally Without a Cluster (Helm 4): Values Files, --set, --show-only, --output-dir, and the Traps That Bite
  • Should You Do a Cloud Certification? The Four Reasons I Tell People Not to Collect Them, What the Exams Cost in 2026, and the One Case Where a Certificate Is Worth the Money
  • Three AWS Solutions Architect Associate Questions From My Shorts, Answered Properly - Migrating Web, Batch and Legacy Apps; Cutting EC2 Cost for a 2-Week Shutdown Without Losing Memory; Internet for Private Subnets (with the Prerequisites the 30-Second Answers Skip)
  • What to Learn Before (and Alongside) Cloud - the Six Non-Cloud Skills Every DevOps, SRE and Cloud Engineer Uses Daily: Code and Git, Scripting, CI/CD, Automation, Infrastructure as Code, Networking and Security
  • Google Cloud External HTTP Load Balancer Step by Step - Forwarding Rule, Proxy, URL Map, Backend Service, Health Check and Instance Group in the Console and in Terraform, and Why the First curl Returned 502 (GCP Part 9)
  • Google Cloud IAM Explained - Principals, Roles and Permissions, Owner vs Editor vs Viewer (Now Legacy) vs the New Admin, Writer and Reader Roles, and What an Editor Can Really Do (GCP Part 4)

Rahul Wagh

Jhooq
Its all about Open Source and DevOps, here I talk about Kubernetes, Docker, Java, Spring boot and practices.
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