✍️ Automation insights

Practical Guides on
AI Automation & Backend Dev

Deep-dives into n8n, Zapier, Make.com, OpenAI integrations, Django/FastAPI, and real-world automation patterns — from someone who ships these daily.

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n8n Feb 2025 12 min read

How to Self-Host n8n on AWS EC2 (Step-by-Step 2025 Guide)

Complete walkthrough: EC2 setup, Docker compose, Nginx reverse proxy, SSL, and production-hardening for a self-hosted n8n instance that runs 24/7 for under $10/month.

n8n AWS Docker DevOps
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OpenAI / AI Feb 2025 10 min read

OpenAI + n8n: Building AI-Powered CRM Automation That Actually Works

How to wire OpenAI function calling into n8n to classify lead intent, auto-draft replies, and route deals — with real workflow screenshots and prompts you can copy.

OpenAI n8n CRM AI Agents
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Make.com Jan 2025 9 min read

Make.com + Airtable: The Developer's Integration Guide

How to use Airtable as a dynamic database inside Make.com scenarios — including filters, field mapping, multi-table relations, and handling the Airtable API rate limits gracefully.

Make.com Airtable Database
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Backend Dev Jan 2025 14 min read

Production REST APIs with FastAPI + PostgreSQL + Docker (2025)

Async FastAPI app with SQLAlchemy 2.0, Alembic migrations, JWT auth, Celery background tasks, and Docker Compose — the exact stack I use for automation backend projects.

FastAPI PostgreSQL Docker Python
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Zapier Dec 2024 7 min read

Zapier Outreach with Close.io + OpenAI: Auto-Reply Based on Message Tone

How I built an 84-step Zapier workflow that reads incoming replies, uses OpenAI to classify tone (interested / objection / not now), and sends the right personalised follow-up — automatically.

Zapier Close.io OpenAI Outreach
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n8n Nov 2024 11 min read

How I Migrated 47 Zapier Zaps to Self-Hosted n8n (and Saved $800/month)

A real migration case study — mapping each Zap to n8n equivalents, handling edge cases, testing in parallel, and the monitoring setup that caught 3 failures before they hit production.

n8n Zapier Migration Cost Saving
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Backend Dev Oct 2024 8 min read

Django REST Framework vs FastAPI: Which Should You Choose in 2025?

Based on building production APIs for automation-heavy products — a pragmatic comparison of DRF and FastAPI covering async support, ORM choices, deployment, and when each wins.

Django FastAPI Python API
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OpenAI / AI Sep 2024 13 min read

Building LangChain Agents with Tool Use, Memory & Multi-Step Reasoning

A practical guide to building autonomous LangChain agents that can search, calculate, and call external APIs — with real code, common pitfalls, and production deployment tips.

LangChain OpenAI AI Agents Python
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Practical automation tutorials and backend engineering deep-dives — no fluff, shipped when ready.