Wardrobing: the customers who treat your store as a rental

What wardrobing is, and what it is not

Wardrobing is buying an item, using it briefly, a dress for a single wedding, a camera for a week's holiday, a chainsaw for a weekend job, and then returning it for a full refund as if it were unused. It is first-party fraud, meaning the person committing it is the same person who made the purchase, and retail and loss-prevention bodies class it as return fraud because the intent is clear: the shopper buys the item planning to return it after use.

It is not bracketing. Bracketing is ordering several versions of an item, two sizes or three colors, intending to keep one and return the rest. Bracketing usually comes from genuine uncertainty, especially about sizing, and it is a behaviour the store can reduce with better size guidance. Wardrobing is not uncertainty. It is a rental the store never agreed to, and the item comes back used.

And it is not the same as a high return rate from a loyal customer. Some shoppers return a lot because they shop a lot, and their returns are genuine: wrong size, wrong color, changed mind. Wardrobing is a pattern of single-use returns, and the pattern is what gives it away, not the count alone.

What it costs, per return

The retailer is not just out the refund. The item cannot be resold as new, so it must be discounted, disposed of, or sent to a liquidator. Processing, restocking, and reshipping a single return typically costs a retailer between 10 and 65 dollars depending on the product and shipping distance, on top of the original two-way shipping the merchant paid. A used item in good condition is a full-price sale lost, plus every cost of handling it twice.

The refund usually goes out on the carrier's return scan, before anyone inspects the item, so the condition check happens after the money has left. That is the structural problem: the refund is fast and the inspection is slow, and the wardrober knows it. The store pays first and discovers the wear later, when the item is already back in the warehouse and the refund is already spent.

The scale is what makes it a policy question rather than a customer service question. Close to two-thirds of consumers admit to at least one costly return behaviour, from wardrobing and bracketing to sending back different items or empty boxes, according to the NRF. A behaviour that common cannot be handled one return at a time. It has to be handled by policy.

What actually reduces it

Tamper-evident tags are the first control, and the simplest. A tag that shows whether the item was worn, and that must be intact for a return, makes wardrobing visible at the point of return. The customer who removes the tag to wear the dress has made their intent visible. The store that does not use them has no evidence at all.

Shortened return windows for high-risk categories are the second. A dress bought for a wedding is worn within a week, so a 14-day window catches the use and a 60-day window does not. The window should match the use, not the marketing: a generous window sells more, but it also rents more, and the tradeoff should be priced, not assumed.

Tracking repeat offenders is the third, and the one that needs the most care. A customer whose return rate stays far above average over many orders, with a pattern of single-use returns, is a serial returner, and the store can respond by charging for returns, limiting the return options, or requiring inspection before refund. The response has to be targeted at the pattern, not at the customer, because a high-spend customer reacting to fit problems looks the same in the count and is not the same in the intent.

Related reading on this site: Why does your bestselling product have the worst return rate?, What is bracketing, and why are your best customers your most expensive ones?, and How should a store merchandise a product with 40 variants?.

Frequently asked questions

What is wardrobing?

Wardrobing is buying an item, using it once, and returning it for a full refund as if it were unworn. It is a form of return fraud, because the shopper buys the item planning to return it after use. An ECR survey found 14 percent of shoppers admit to it, and 97 percent got their money back with no questions.

How is wardrobing different from bracketing?

Bracketing is ordering several versions of an item, such as two sizes or three colors, intending to keep one and return the rest. It usually comes from genuine uncertainty about sizing. Wardrobing is buying one item, using it, and returning it as if unused. One is uncertainty. The other is intent.

How common is return fraud?

The NRF estimates 9 percent of all returns are fraudulent, and close to two-thirds of consumers admit to at least one costly return behaviour, from wardrobing and bracketing to sending back different items or empty boxes. In 2025, 15.8 percent of annual sales, 849.9 billion dollars, were expected to be returned.

What can a store do about wardrobing?

Use tamper-evident tags that must be intact for a return, shorten the return window for high-risk categories so it matches the use, and track repeat patterns so the response targets the behaviour, not the customer. Refunds that go out on the carrier scan, before inspection, are the gap wardrobers exploit.