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Infrastructure

🔥 Vibe Coding My Way to AI Connected Infra: Claude, Terraform & Cloud-Native Monitoring

📖 TL;DR – What This Post Covers

  • How I used AI tools to build an Azure-based monitoring solution from scratch
  • Lessons learned from developing two full versions (manual vs. Terraform)
  • The good, bad, and wandering of GenAI for infrastructure engineers
  • A working, cost-effective, and fully redeployable AI monitoring stack

Introduction

This project began, as many of mine do, with a career planning conversation. During a discussion with ChatGPT about professional development and emerging skill areas for 2025, one suggestion stuck with me:

"You should become an Infrastructure AI Integration Engineer."

It’s a role that doesn’t really exist yet — but probably should.

What followed was a journey to explore whether such a role could be real. I set out to build an AI-powered infrastructure monitoring solution in Azure, without any formal development background and using nothing but conversations with Claude. This wasn’t just about building something cool — it was about testing whether a seasoned infra engineer could:

  • Use GenAI to design and deploy a full solution
  • Embrace the unknown and lean into the chaos of LLM-based workflows

🍓 Building AI-Powered Infrastructure Monitoring: From Home Lab to Cloud Production

After successfully diving into AI automation with n8n (and surviving the OAuth battles), I decided to tackle a more ambitious learning project: exploring how to integrate AI into infrastructure monitoring systems. The goal was to understand how AI can transform traditional monitoring from simple threshold alerts into intelligent analysis that provides actionable insights—all while experimenting in a safe home lab environment before applying these concepts to production cloud infrastructure.

What you'll discover in this post:

  • Complete monitoring stack deployment using Docker Compose
  • Prometheus and Grafana setup for metrics collection
  • n8n workflow automation for data processing and AI analysis
  • Azure OpenAI integration for intelligent infrastructure insights
  • Professional email reporting with HTML templates
  • Lessons learned for transitioning to production cloud environments
  • Practical skills for integrating AI into traditional monitoring workflows

Here's how I built a home lab monitoring system to explore AI integration patterns that can be applied to production cloud infrastructure.

🔄 Bringing Patch Management In-House: Migrating from MSP to Azure Update Manager

It's all fun and games until the MSP contract expires and you realise 90 VMs still need their patching schedules sorted…

With our MSP contract winding down, the time had come to bring VM patching back in house. Our third-party provider had been handling it with their own tooling, which would no longer be used when the service contract expired.

Enter Azure Update Manager — the modern, agentless way to manage patching schedules across your Azure VMs. Add a bit of PowerShell, sprinkle in some Azure Policy, and you've got yourself a scalable, policy-driven solution that's more visible, auditable, and way more maintainable.

Here's how I made the switch — and managed to avoid a patching panic.

⌚Enforcing Time Zone and DST Compliance on Windows Servers Using GPO and Scheduled Tasks

🛠️ Why This Matters

Time zone misconfigurations — especially those affecting Daylight Saving Time (DST) — can cause:

  • Scheduled tasks to run early or late
  • Timestamp mismatches in logs
  • Errors in time-sensitive integrations

Windows doesn’t always honour DST automatically, particularly in Azure VMs, automated deployments, or custom images.

⏲️ Configuring UK Regional Settings on Windows Servers with PowerShell

When building out cloud-hosted or automated deployments of Windows Servers, especially for UK-based organisations, it’s easy to overlook regional settings. But these seemingly small configurations — like date/time formats, currency symbols, or keyboard layouts — can have a big impact on usability, application compatibility, and user experience.

In this post, I’ll show how I automate this using a simple PowerShell script that sets all relevant UK regional settings in one go.

Copyright © 2026 Matthew Pollock