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SaaS Architecture Guide

From idea to production — architecture patterns, infrastructure decisions, and lessons learned from 80+ projects.

1. Architecture Design

How to think about system architecture, choose the right stack, and design for scale from day one.

2. Building the MVP

Going from napkin sketch to production. Real projects I've built.

  • → Homelab

    Open-source infrastructure-as-code framework for managing multi-server Docker-based services with automated deployment, monitoring, and backups. Self-host your own cloud with Traefik, Immich, Jellyfin, Vaultwarden, Home Assistant, and 20+ more services.

  • → Financy

    Open-source, self-hostable finance tracking for individuals, families, and small businesses. Features double-entry accounting, multi-currency support, real-time collaboration, and PWA capabilities.

  • → Air Quality Sensor

    DIY ESP32-based air quality monitoring system measuring PM1.0, PM2.5, PM10 particles, CO2, temperature, and humidity. Integrates with Home Assistant for smart home automation and real-time alerts.

  • → TodoApp — CalDAV Task Manager (PWA)

    Self-hosted task manager that talks to any CalDAV server (Radicale, Nextcloud, Baikal). Web app + PWA, no vendor lock-in, your data stays on your server. Built because Tasks.org has no web UI.

  • → caldav-mcp

    Native Deno Model Context Protocol server for CalDAV. Events + tasks, zero npm dependencies, single binary. Works with OpenCode, Claude Desktop, Cursor, and Open WebUI.

  • → FoodRazor

    From paper chaos to automated procurement — built the platform that digitizes restaurant invoice processing, automates supplier ordering, and tracks ingredient price fluctuations in real-time. The founder (a serial restaurateur) was drowning in manual paperwork across 5 locations. I architected an Angular + Node.js stack with Firebase real-time sync, OCR-based invoice scanning, and ML-driven price trend predictions. What started as a single-restaurant tool grew into a multi-country operation.

  • → Zero-to-Production SaaS MVP (catalog)

    Full SaaS MVP from idea to live deployment in 21 days.

3. CI/CD & DevOps

Automate your deployment pipeline and keep your infrastructure healthy.

4. Infrastructure & Cost Optimization

Run production services on a budget without sacrificing reliability.

5. AI Integration

Add LLM capabilities to your SaaS with production-grade architecture.

6. Production Patterns & Lessons

Real-world lessons from shipping 80+ projects.

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