Returns fraud. If you’re running an ecommerce business, it’s probably one of those things that’s silently costing you money but doesn’t get as much attention as it should. You don’t often see it coming, and it’s expensive. I’m not talking about a small blip here and there, I’m talking about a massive financial drain. According to industry reports, return fraud cost U.S. retailers an estimated $103 billion in 2024, which represents 15.14% of all returns and a more than 4-fold increase since 2020 (Appriss Retail). That’s a pretty staggering number for an industry that’s already grappling with razor-thin margins.
But the losses are not just about returning products; this crisis is also about ecommerce brands losing out on so much more than just merchandise. There’s the shipping, the handling costs, and the lost opportunity to sell that item again at full price. The biggest issue? You’re not even always aware of it until it’s too late. So, how do you stop the leak? How do you protect your business from these hidden costs? Let’s dive in and figure that out.
Types of Return Fraud and How to Identify Them
Now, return fraud isn’t one-size-fits-all. If only it were that simple! Fraudsters get creative, and there are different ways they can mess with your business. So, let’s go over some of the more common types of return fraud so you can spot them when they’re creeping around your returns portal.
First, there’s wardrobing. A practical example is a customer who buys a dress for a special event, they wear it for a night out, maybe get some tomato sauce on it, but they decide to return it anyway, claiming they never wore it. It’s like when you order a glass of wine, drink half, and then try to tell the waitress that it wasn’t what you ordered. It’s still “technically” the same wine, but it’s not in the condition you sold it in.
Wardrobing’s a classic scam, especially in fashion. When customers wear the items, they often don’t come back in pristine condition, making them hard to resell at full price, if at all. You end up refunding someone who’s had the benefit of the item, but you’re left with a damaged product and all the sunk costs spent on the logistics to deliver the item to the customer and then return it.
Then there’s the big one: fake returns. This is where customers pull a fast one and send something completely different back: maybe an empty box, or worse, an old model of the item they bought years ago. They get their refund, and you’re left scratching your head trying to figure out how you’re now short a blender and a hundred bucks.
Finally, there’s refund fraud. This one’s a bit more subtle. A customer buys an item using a stolen credit card, for example, then returns the item for a refund, often back to their own account. So now they’ve got the product and the cash in hand. This type of fraud is harder to spot but can be a real pain for ecommerce stores. A simple but costly scam.
How can you spot these fraudsters before they cause real damage to your business? First, keep an eye on any inconsistent return patterns, like a sudden surge in returns from a first-time customer. Second, check out the return times. If a product is returned in an unreasonably short time (such as five minutes after delivery), something fishy might be going on.
Preventing Return Fraud: Best Practices for Ecommerce Brands

Alright, now let’s talk about how you can fight back. The first step is getting proactive; you don’t want to be that guy who waits for the punchline only to realize you’ve been had. Implementing smart fraud detection systems should be priority #1. Technology is your best friend in this case.
Here’s where data analytics becomes helpful. By analyzing return patterns and customer behavior, you can start spotting anomalies. For instance, if a customer returns the same type of item repeatedly, or if they have a history of high-value returns, that’s a red flag. AI tools can be set up to flag suspicious activity and send alerts to your team before things spiral out of control (Google “ecommerce fraud detection” for examples).
A more old-school approach, but still effective, is having a clear, strict return policy. I know, no one likes the idea of turning away customers, but sometimes it’s necessary. A limited return window (say, 14 or 30 days), requiring items to be in original condition, and specifying that customers must provide proof of purchase, can go a long way. The more transparent and strict your policies, the harder it is for fraudsters to sneak through the cracks.
And don’t forget customer verification. Especially for high-ticket items, requiring customers to verify their identity, whether through a receipt or a photo of the product, will help you weed out fraudsters. It might seem like a bit of a hassle for customers, but they’re generally more than happy to cooperate if it means getting their legitimate return processed quickly.
Using Technology to Combat Return Fraud
Let’s talk tech. The beauty of today’s returns management software is that it can do a lot more than just track packages. AI-powered systems can automatically flag suspicious returns based on patterns and historical data. So, let’s say you notice a customer who’s returned three expensive products in the last six months. Your system flags that activity, and your team can dig deeper.
Inventory management systems are also crucial for preventing fraud. They let you track items as they’re returned, ensuring that the returned product matches the original order. If you’ve ever had a customer return a pair of shoes and send back a different size, you’ll understand why tracking the return history is vital for spotting discrepancies that could be indicative of fraudulent activity.
A well-oiled returns process combined with AI fraud detection will allow you to quickly catch issues before they turn into a bigger problem. It’s all about working smarter, not harder.
Final Thoughts: Safeguarding Your Business from Return Fraud
So, here’s the takeaway: return fraud is a growing problem, but that doesn’t mean it has to take you down with it. By investing in the right tools and implementing smarter return policies, you can stop fraud before it hurts your bottom line.
Whether it’s using AI to spot fraudulent returns or setting up clearer return processes, being proactive is key. Technology and data analytics are your best defense, and once you start using them to your advantage, return fraud will be far less of a concern.
The ultimate goal is to strike the right balance, protecting your business while still offering your customers a positive experience. After all, a happy customer is a loyal customer, and loyalty is far more valuable than a quick refund scam.
So, do your due diligence, watch for the red flags, and take an active role in protecting your business from fraud. Because when you manage returns effectively, everyone wins, except the fraudsters.



