Retailers are banning shoppers for life in return fraud crackdown

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For years, generous return policies have been a major selling point for retailers. But as return fraud and abuse continue to cost businesses billions of dollars, some retailers are taking a much tougher approach—including banning customers from making future returns or shopping with them altogether.

Retailers are increasingly using technology to analyze customers' return histories and identify patterns that could indicate abuse.

Return Fraud Is Costing Retailers Billions

The National Retail Federation has identified return fraud as a significant and evolving problem for retailers. Industry research estimates that fraudulent returns and claims cost retailers more than $100 billion.

The problem goes beyond someone simply changing their mind about a purchase. Retailers are dealing with behaviors such as:

• Wardrobing — buying clothing, wearing it and returning it.

• Bracketing — ordering several sizes or versions of an item and returning most of them.

• Returning merchandise without a receipt or with fraudulent receipts.

• Returning stolen merchandise.

• Sending back a different item—or even an empty box—in place of the original purchase.

Your Return History May Be Tracked

Retailers are increasingly using software and data analytics to identify suspicious patterns in customers' return activity.

A customer's history can be analyzed for factors such as how frequently they make returns, whether they repeatedly return merchandise without receipts and whether their behavior resembles known patterns of return abuse.

Some retailers also work with third-party services that help identify customers with unusually high return rates or suspicious activity.

That means frequent returns could potentially affect how a customer is treated even when individual returns appear legitimate.

Some Shoppers Can Be Banned

Retailers have various ways of responding when a customer's activity is flagged.

Depending on the company's policies and the circumstances, shoppers may face return restrictions, reduced refund options, fees or even bans from making future purchases or returns.

The goal is to stop repeat abuse without penalizing customers who simply need to make occasional legitimate returns.

The National Retail Federation reports that retailers are increasingly turning to technology and other measures as fraud schemes become more sophisticated. Its 2026 research found that fraud and scams are evolving even as traditional shoplifting has declined.

How Shoppers Can Avoid Getting Flagged

Experts recommend that consumers protect themselves by following retailers' return policies closely.

That includes keeping receipts, understanding return deadlines and making sure returned merchandise is in the condition required by the store.

Customers should also avoid returning merchandise they have intentionally used or altered and should be cautious about repeatedly ordering multiple products with the intention of returning most of them.

The crackdown reflects a broader change in retail: as businesses face increasing losses from fraudulent and abusive returns, the days of “no questions asked” returns for every customer may be coming to an end.

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