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  • Run an Ansible Lab on Your Laptop with Docker (Mac, Windows, Linux)

    calendar Oct 15, 2026 · 7 min read  ·
    Last Modified : Oct 15, 2026
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    Run an Ansible Lab on Your Laptop with Docker (Mac, Windows, Linux)

    Introduction The number one reason people give up on learning Ansible is not Ansible. It is the lab. "I need three servers", "I don't have a cloud account", "my free tier expired", "the IPs changed again". So for my Ansible course I built a lab that runs entirely on your laptop, …


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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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  • VPC Subnet Planner - a Free Visual Tool to Design AWS, Azure and GCP Networks: Reserved Addresses, Aligned Multi-AZ Subnets, Overlap Check, Design Review and Terraform Export (cidrsubnet) - How I Built It and What Broke

    calendar Oct 12, 2026 · 18 min read  ·
    Last Modified : Oct 21, 2026
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    VPC Subnet Planner - a Free Visual Tool to Design AWS, Azure and GCP Networks: Reserved Addresses, Aligned Multi-AZ Subnets, Overlap Check, Design Review and Terraform Export (cidrsubnet) - How I Built It and What Broke

    Every time I record a VPC video the same question comes back in the comments: "how did you decide on 10.0.1.0/24 for the public subnet and 10.0.2.0/24 for the private one?" The honest answer for a demo is "it was easy to type". The honest answer for a real environment is a lot longer, and I never …


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  • Azure VNet Peering Step by Step - Connect Two Virtual Networks with Different CIDR Ranges, Route Tables, the Four Peering Settings Explained, Test with Two Private VMs over Bastion, Delete and Watch It Break, Pricing, Limits, CLI and Terraform (Azure Networking Part-4)

    calendar Oct 11, 2026 · 22 min read  ·
    Last Modified : Oct 19, 2026
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    Azure VNet Peering Step by Step - Connect Two Virtual Networks with Different CIDR Ranges, Route Tables, the Four Peering Settings Explained, Test with Two Private VMs over Bastion, Delete and Watch It Break, Pricing, Limits, CLI and Terraform (Azure Networking Part-4)

    In Part-1 we built one virtual network with subnets, a network security group and a route table. Real environments never stop at one - you end up with a dev VNet, a test VNet, a hub with the firewall, a spoke per team - and the first question is always the same: how does a VM in VNet A talk to a VM in VNet B …


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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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  • Amazon EBS Volumes Step by Step - Volume Types Compared (gp3, gp2, io2 Block Express, st1, sc1), Create, Attach, Format and Mount a Volume, Resize Without Downtime, Snapshots, Encryption, Multi-Attach, Pricing and Troubleshooting (AWS Part-20)

    calendar Oct 10, 2026 · 21 min read  ·
    Last Modified : Oct 10, 2026
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    Amazon EBS Volumes Step by Step - Volume Types Compared (gp3, gp2, io2 Block Express, st1, sc1), Create, Attach, Format and Mount a Volume, Resize Without Downtime, Snapshots, Encryption, Multi-Attach, Pricing and Troubleshooting (AWS Part-20)

    Every EC2 instance we have launched in this series had a disk, and we never looked at it. That disk is an Amazon EBS volume, and in this Part-20 we are going to give it the attention it deserves - because storage is where the two expensive mistakes live: picking the wrong volume type (slow or overpriced) and losing …


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  • Amazon Route 53 Step by Step - Hosted Zones, Record Types, Alias Records, Point a Domain at an ALB, Routing Policies (Weighted, Latency, Failover, Geolocation), Health Checks, Private Zones and Pricing (AWS Part-15)

    calendar Oct 10, 2026 · 17 min read  ·
    Last Modified : Oct 10, 2026
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    Amazon Route 53 Step by Step - Hosted Zones, Record Types, Alias Records, Point a Domain at an ALB, Routing Policies (Weighted, Latency, Failover, Geolocation), Health Checks, Private Zones and Pricing (AWS Part-15)

    Everything we built so far answers on an ugly name - jhooq-web-alb-1234567890.eu-central-1.elb.amazonaws.com. Users need www.jhooq.com, and that is DNS. Amazon Route 53 is the AWS DNS service - a domain registrar, an authoritative DNS server with a 100% availability SLA, health checks, and the routing policies that …


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  • Ansible Full Course - Zero to Hero in 15 Chapters (Install, Inventory, SSH Keys, YAML, Playbooks, Handlers, Variables, Conditionals, Roles, Jinja2 Templates, Error Handling, Vault, Deploy a Website) - Companion Guide with Timestamps

    calendar Oct 10, 2026 · 14 min read  ·
    Last Modified : Oct 10, 2026
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    Ansible Full Course - Zero to Hero in 15 Chapters (Install, Inventory, SSH Keys, YAML, Playbooks, Handlers, Variables, Conditionals, Roles, Jinja2 Templates, Error Handling, Vault, Deploy a Website) - Companion Guide with Timestamps

    This is the companion page to my Ansible Full Course - Zero to Hero, a free three-hour-twenty-minute video that takes you from "what is Ansible" to deploying a website with roles, templates, handlers and a vault-encrypted secret. The video is the course; this page is what the video cannot be - searchable, …


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  • AWS Advanced Networking - Free 8-Hour Full Course Companion (VPC, NAT Gateway, Bastion, ALB, NLB, WAF, VPC Peering, Transit Gateway, VPC Endpoints and PrivateLink, Route 53, ACM) with Timestamps and the ANS-C01 Exam Facts

    calendar Oct 10, 2026 · 12 min read  ·
    Last Modified : Oct 10, 2026
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    AWS Advanced Networking - Free 8-Hour Full Course Companion (VPC, NAT Gateway, Bastion, ALB, NLB, WAF, VPC Peering, Transit Gateway, VPC Endpoints and PrivateLink, Route 53, ACM) with Timestamps and the ANS-C01 Exam Facts

    This is the companion page to my free AWS Advanced Networking full course - eight hours in which one lab environment is built layer by layer, from an empty VPC to a multi-VPC, multi-account network with load balancers, a firewall, private connectivity, DNS and TLS. Every chapter of the video has a detailed written …


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Categories

TERRAFORM 67 AWS 50 KUBERNETES 29 DOCKER 28 ANSIBLE 15 HELM CHART 12 DEVOPS 8 GOOGLE CLOUD 8 BLOGGING 6 SSL 6 GITHUB 5 SPRING BOOT 5 AZURE 4 QUARKUS 4
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AI1 ANSIBLE15 AWS50 AZURE4 BLOGGING6 DEVOPS8 DOCKER28 GITHUB5 GOOGLE CLOUD8 GRADLE1 HADOOP1 HELM CHART12 HIBERNATE1 JENKINS2 KUBERNETES29 KUBESPRAY3 LINUX COMMANDS1 NGINX2 PROMETHEUS-GRAFANA3 QUARKUS4 SPRING BOOT5 SSL6 TERRAFORM67 VAGRANT3
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Series

TERRAFORM 65 AWS 39 KUBERNETES 29 DOCKER 28 ANSIBLE 14 HELM CHART 12 GOOGLE CLOUD 8 AZURE 4 DEVOPS 4 JENKINS 2 AI 1 LINUX COMMANDS 1

Tags

KUBERNETES 21 HELM CHART 11 TERRAFORM 10 BLOGGING 4 QUARKUS 4 DOCKER 3 GITHUB 3 SSL 3 ANSIBLE 2 CAREER 2 KUBESPRAY 2 SPRING BOOT 2 ANSIBLE INSTALLATION 1 AWS 1
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Recent Posts

  • terraform console: Evaluate Expressions, Functions and cidrsubnet Without Applying Anything (Terraform 1.17)
  • Terraform tls_private_key: Generate SSH Keys and Self-Signed Certificates with the tls Provider (Terraform 1.17)
  • Stop Using .env Files for Secrets: Encrypt Them with sops and age Instead (Real Output, gitleaks Included)
  • Ansible on AWS: Zero-Downtime Deploys Behind an ALB, RDS, and an AI Postmortem (Project 2)
  • 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

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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