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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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  • AWS Assume IAM Role Step by Step - Trust Policy vs Permissions Policy, Switch Role in the Console, aws sts assume-role, CLI Profiles, Cross-Account Access, MFA and External ID (AWS Part-3)

    calendar Oct 10, 2026 · 17 min read  ·
    Last Modified : Oct 10, 2026
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    AWS Assume IAM Role Step by Step - Trust Policy vs Permissions Policy, Switch Role in the Console, aws sts assume-role, CLI Profiles, Cross-Account Access, MFA and External ID (AWS Part-3)

    In Part-1 we created IAM users with long-term credentials, and in Part-2 we switched into a member account with something called OrganizationAccountAccessRole. That "switch" is the single most important mechanism in AWS security - assuming an IAM role - and this Part-3 is all about it. A role is an identity …


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  • AWS Certificate Manager (ACM) Step by Step - Request a Free TLS Certificate, DNS Validation with Route 53, Attach It to an ALB HTTPS Listener, Redirect HTTP to HTTPS, CloudFront and API Gateway, Auto-Renewal, Exportable Certificates and ACME (AWS Part-16)

    calendar Oct 10, 2026 · 15 min read  ·
    Last Modified : Oct 10, 2026
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    AWS Certificate Manager (ACM) Step by Step - Request a Free TLS Certificate, DNS Validation with Route 53, Attach It to an ALB HTTPS Listener, Redirect HTTP to HTTPS, CloudFront and API Gateway, Auto-Renewal, Exportable Certificates and ACME (AWS Part-16)

    In Part-15 jhooq.com started pointing at the Application Load Balancer - over plain HTTP. Browsers mark that "Not secure", search engines rank it lower, and nobody should log in over it. The fix on AWS costs nothing: AWS Certificate Manager (ACM) issues publicly trusted TLS certificates for free, validates …


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  • AWS Control Tower Step by Step - Set Up a Landing Zone, Security OU with Log Archive and Audit Accounts, Controls (Guardrails), Region Deny, IAM Identity Center, Account Factory and Enrolling Existing Accounts (AWS Part-24)

    calendar Oct 10, 2026 · 18 min read  ·
    Last Modified : Oct 10, 2026
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    AWS Control Tower Step by Step - Set Up a Landing Zone, Security OU with Log Archive and Audit Accounts, Controls (Guardrails), Region Deny, IAM Identity Center, Account Factory and Enrolling Existing Accounts (AWS Part-24)

    In Part-2 we built a multi-account setup by hand - an organization, OUs, SCPs, a log-archive account, IAM Identity Center - and I ended with "or let Control Tower do it". This Part-24 is that. AWS Control Tower orchestrates Organizations, Service Catalog, IAM Identity Center, CloudTrail and Config to build a …


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  • AWS EC2 Auto Scaling Step by Step - Launch Template, Auto Scaling Group Across Two AZs, Target Tracking Policy, Application Load Balancer, Health Checks and Instance Refresh (AWS Part-10)

    calendar Oct 10, 2026 · 19 min read  ·
    Last Modified : Oct 10, 2026
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    AWS EC2 Auto Scaling Step by Step - Launch Template, Auto Scaling Group Across Two AZs, Target Tracking Policy, Application Load Balancer, Health Checks and Instance Refresh (AWS Part-10)

    One EC2 instance (Part-4) is a lab. A real application needs at least two instances in two Availability Zones, something to replace an instance when it dies, and something to add instances when traffic spikes and remove them when it drops. That something is Amazon EC2 Auto Scaling, and in this Part-10 we build it from …


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Categories

TERRAFORM 65 AWS 50 KUBERNETES 29 DOCKER 28 ANSIBLE 14 HELM CHART 12 GOOGLE CLOUD 8 DEVOPS 7 BLOGGING 6 SSL 6 GITHUB 5 SPRING BOOT 5 AZURE 4 QUARKUS 4
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AI1 ANSIBLE14 AWS50 AZURE4 BLOGGING6 DEVOPS7 DOCKER28 GITHUB5 GOOGLE CLOUD8 GRADLE1 HADOOP1 HELM CHART12 HIBERNATE1 JENKINS2 KUBERNETES29 KUBESPRAY3 LINUX COMMANDS1 NGINX2 PROMETHEUS-GRAFANA3 QUARKUS4 SPRING BOOT5 SSL6 TERRAFORM65 VAGRANT3
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Series

TERRAFORM 63 AWS 39 KUBERNETES 29 DOCKER 28 ANSIBLE 13 HELM CHART 12 GOOGLE CLOUD 8 AZURE 4 DEVOPS 4 JENKINS 2 AI 1 LINUX COMMANDS 1

Tags

KUBERNETES 21 HELM CHART 11 BLOGGING 4 QUARKUS 4 DOCKER 3 GITHUB 3 SSL 3 CAREER 2 KUBESPRAY 2 SPRING BOOT 2 ANSIBLE 1 GIT 1 HADOOP 1 INDEX 1
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ANSIBLE1 BLOGGING4 CAREER2 DOCKER3 GIT1 GITHUB3 HADOOP1 HELM CHART11 INDEX1 KUBERNETES21 KUBESPRAY2 NGINX1 QUARKUS4 SPRING BOOT2 SSL3 TERRAFORM1
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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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