E-Commerce Workflow Automation — n8n
An automation case study covering order communication, refunds, payment follow-ups, reporting, and AI-assisted product recommendations.
Back to projects- 6+commerce workflows automated
- 24/7event-driven customer follow-up
- AIrecommendations and reporting support
Manual order operations were slowing the business down
The commerce workflow had too many repetitive handoffs: confirmation emails, invoices, refunds, payment mandate reminders, product follow-ups, and internal reporting all depended on manual effort.
The architectural goal was to make each business event trigger the right downstream action while keeping the workflow understandable for future changes.
Composable workflows around clear business events
I modelled the system around events such as order placed, payment pending, refund requested, and report scheduled. Each automation owns one responsibility and communicates through explicit payloads.
N8n became the orchestration layer, connecting Gmail, webhooks, AI-assisted recommendations, and reporting logic without hardcoding everything into one brittle script.
Automation that remains easy to inspect and extend
The workflows were built with visible checkpoints, retry-friendly actions, and clear notification paths so operational failures are easier to diagnose.
AI steps are isolated from transactional steps, which keeps recommendations and report generation flexible without risking core order communication.
Project outcomes
Reduced manual follow-up across order, refund, and payment workflows.
Created a more scalable automation foundation for adding new commerce events.
Separated AI-assisted tasks from critical transactional messaging to reduce operational risk.