TL;DR Summary Returns fraud and refund fraud are distinct ecommerce threats that U.S. retailers lost a combined $101 billion to in 2023, according to the National Retail Federation. Returns fraud manipulates physical reverse logistics — empty boxes, wardrobing, and counterfeit swaps exploiting warehouse inspection gaps. Refund fraud targets payment infrastructure, with chargeback abuse alone exceeding $11.6 billion annually, per Chargebacks911 data. Friendly fraud accounts for 61–75% of all chargebacks filed against ecommerce merchants, because customers retain goods while disputing charges. Apparel brands face compounded exposure, with wardrobing estimated at 5–10% of returns and category return rates regularly reaching 25–30%. Behavioral analytics detects refund fraud patterns; physical verification at the warehouse catches returns fraud — one playbook cannot address both.