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Field Guide

Fraud Patterns

A catalog of recurring return-fraud patterns — how to recognise them and what to document.

Wardrobing Detection: How Retailers Spot a Single-Wear Return

How to detect a single-wear 'worn once' return: visible wear signals, tag-cut tells, scent protocol, intake-photo workflow, and policy changes that deter it.

8 min read

Customer Claims Package Never Arrived: A Step-By-Step Response Playbook

What to do when a buyer says the parcel was never delivered. Carrier evidence, photo-check workflow, template replies and when to refund versus push back.

9 min read

Empty Box Return Fraud: How It Works and How to Catch It

Customers return empty packaging and claim a refund. Here is how the pattern runs on Shopify, Amazon, and eBay — and the three photo-forensics checks that stop it.

6 min read