By Mike Viscione, Interim New Business Sales Director at ReBound Returns
Retailers are losing as much as 2% of gross merchandise value (GMV) to a murky space between customer entitlement and outright criminal fraud. As many brands work to provide seamless, customer-friendly returns, lots are inadvertently creating opportunities for exploitation – and the financial impact is significant.
Clear-cut scams such as fake tracking numbers or empty-box returns are easy to categorise as fraud. But a different type of behaviour, sometimes termed “legal abuse”, is just as damaging, harder to prove, and often impossible to prosecute.
Practices such as wardrobing (using and returning items), excessive or habitual returns, and exploiting policy loopholes fall into this category.
According to the National Retail Federation, returns fraud and abuse cost U.S. retailers over $103 billion in 2024. For some individual brands, annual losses run into tens of millions of dollars, even when no law has been broken.
Who are the perpetrators?
Offenders range from opportunistic individuals to organised return rings. High-profile scams involving counterfeit goods or “pavement filler” returns – where shoppers send back worthless items – make headlines but represent only a small share of the problem.
Methods vary from sending back completely different items, such as bottled water instead of new shoes, to returning damaged goods while claiming they are pristine. Some consumers commit parcel fraud by sending empty boxes or falsely claiming returns.
The most common form of abuse, however, is wardrobing. Shoppers use apparel, electronics, or other goods and then return them in unsellable condition. This hits retailers twice: they issue refunds and bear the cost of items that can’t be resold without expensive refurbishment – if at all.
The impact and hidden costs
Beyond the immediate loss of the item or refund, there are hidden costs for retailers. In many cases, fraudulent returns aren’t flagged until they reach central distribution centres, meaning retailers are paying unnecessary transport costs to ship used or worthless goods across long distances.
Then there’s storage. In many regions, customers have the right to request disputed items back, so retailers need to store the goods for at least 60 days, just in case. Even if the item does ultimately get returned to the consumer at their expense, the operational cost of managing the process still falls on the retailer.
How retailers can respond without harming customer trust
Tackling returns abuse requires balancing strong fraud controls with a positive customer experience. The aim is to make returns smarter and catch fraudulent activity otherwise falling through the net.
- Decentralised processing
Processing returns locally allows retailers to validate items quickly, capture photographic evidence, and approve legitimate refunds in near real time. This reduces delays while flagging suspicious activity early.
- Data-led detection
Machine learning and analytics can identify patterns such as customers repeatedly claiming damaged deliveries or frequently returning high-value goods.
Combining digital checks with physical inspections helps retailers make informed decisions and withhold refunds when necessary.
- Smarter return eligibility
Linking item-condition reports to customer profiles helps to build a data-base on consumers and allow better predictability and decision-making in the future.
If an item is returned in a used condition but marked as “new,” that information can be recorded and used to create a better returns policy.
- Clearer customer communication
Making it explicit that returns are monitored for misuse can deter borderline cases. Transparency about policy enforcement reassures genuine customers while warning would-be abusers.
A strategic approach matters more than prosecution
Returns fraud is growing, but it can also drive innovation. Retailers that invest in better systems – combining data insights, decentralised processing, and targeted policy controls – can protect revenue while maintaining the fast, reliable return experiences customers expect.
The future of returns lies in systems that reward honest shoppers and shut down abuse, safeguarding both profitability and customer trust.
Gain more insight on returns abuse and fraud at https://www.reboundreturns.com/
Published 09/09/25