Return Fraud Playbook
Concrete tactics, not marketing fluff. Written by operators who have reviewed thousands of fraudulent return claims.
How Do I Detect Manipulated Return Photos?
Spot edited or AI-generated damage photos in returns in six checks — forensic indicators, not snap verdicts, with the metadata to back them up.
2 min readBenchmarksThe True Cost of Return Fraud: Why the Refund Is Only a Third of the Loss
The refund is only a third of the true loss. Four more buckets — labour, resale write-down, brand drag, chilling effect — push a €100 fraudulent refund to €182.
11 min readBenchmarksReturn Fraud Statistics 2026: The Numbers Every E-Commerce Operator Needs
The 2026 return fraud picture: NRF reports US fraud at $122B (13.7 %), EU at ~€25B. Photo-forensic fraud is the fastest-growing pattern, benchmarked by region.
11 min readCS PlaybooksHow to Deny a Fraudulent Damage Claim: Four Templates That Hold Up
Four email templates for denying suspicious damage, empty-box and non-delivery claims without accusing. Three-stage ladder + phrases that hold up legally.
14 min readPhoto ForensicsEXIF Data and Return Fraud: The Fields That Expose a Fake Claim
Every JPEG a customer sends contains 40+ hidden fields. Here are the nine that matter for detecting manipulation, with real examples and a browser-only workflow.
8 min readPhoto ForensicsReverse Image Search on Damage Photos: How to Catch Stock-Image Fraud
How to catch damage-claim photos that were lifted from stock sites, past eBay listings or another store: four reverse-image tools and what each is good for.
8 min readFraud PatternsWardrobing 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 readFraud PatternsCustomer 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 readFoundations12 Types of Return Fraud Every E-Commerce Operator Should Recognise
A practitioner's field guide to return fraud: wardrobing, empty-box claims, photoshopped damage, friendly fraud, and nine more patterns — with benchmarks and defences.
12 min readFraud PatternsEmpty 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 readPhoto ForensicsHow to Tell If a Damage Photo Is Photoshopped: A Forensic Checklist
Checklist to detect manipulated damage photos: shadow inconsistencies, EXIF red flags, error-level analysis, and the 12 tells support teams verify daily.
8 min read