Fashion ecommerce return statistics: what the data actually shows

By Raheel Gul6 min read
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Quick answer

Online fashion purchases return at 20 to 40 percent, well above the 19 percent average across all ecommerce categories. That figure comes from the National Retail Federation's returns research and industry benchmarking published by return management platforms. The gap is not random. A shopper cannot feel a garment on their own body before it ships, so fit misses are common and ordering two sizes to return one is routine.

Most posts about fashion returns jump straight to advice. This one starts with the numbers, where they come from, and what they actually mean for a store trying to decide where to spend effort.

How high is the return rate for online clothing?

The National Retail Federation puts the overall US ecommerce return rate at about 19.3 percent for 2025, down slightly from about 20.5 percent the year before. Apparel sits well above that blended average. Depending on the source and how tightly a study defines the category, benchmarks put clothing return rates anywhere from 20 to 40 percent, with women's fashion and fast fashion trending toward the higher end, especially in the weeks after the holiday season.

Category benchmarks published across the returns technology industry look something like this:

  • Apparel: 20 to 40 percent, the widest range of any major retail category
  • Footwear: 17 to 30 percent, with some shoe subcategories climbing past 30 percent
  • Electronics: about 8 to 15 percent
  • Beauty: about 4 to 12 percent
  • Luxury fashion and swimwear: some brands see returns as high as 50 percent

The pattern is consistent across every source that publishes category level data: anything a shopper needs to physically try on returns more than anything they simply look at.

What do fashion returns actually cost?

The National Retail Federation projects total return related losses across US online retail will pass 247 billion dollars in 2026, a 12 percent jump from 220 billion in 2024. Total US retail returns, online and in store combined, were projected near 850 billion dollars for 2025, close to 16 percent of annual retail sales. Apparel and footwear carry a heavier share of that total than their share of sales would suggest, precisely because of how often they come back.

The cost is not just the refund. Every return involves reverse shipping, inspection, restocking or write off, and the staff time to process it. A garment that comes back damaged or out of season often cannot be resold at full price at all. None of that shows up in a single return rate percentage, which is part of why the dollar figures matter as much as the rate itself.

Editorial illustration for Fashion ecommerce return statistics: what the data actually shows
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Why does fashion return more than any other category?

Three reasons show up again and again in industry research, and they are all connected:

  1. Fit uncertainty. A size medium from one brand is not the same medium from another, and a product photo on a model tells a shopper very little about how the piece will sit on their own body.
  2. Bracketing. Close to six in ten shoppers admit to ordering more than one size of the same item on purpose, planning to keep whichever fits and send the rest back. Every one of those extra orders is a built in return.
  3. Expectation gaps. Color, fabric weight, and drape can all read differently on screen than they do once the item arrives, which produces returns even when the size is correct.

Damage and simple change of mind exist too, but they are minor next to fit. Fix the fit problem and most of the category level gap between fashion and everything else starts to close.

Is the fashion return rate rising or falling?

The rate itself has eased slightly. National Retail Federation figures show the blended ecommerce return rate drifting down from about 20.5 percent to 19.3 percent, with some forecasts putting 2026 near 19 percent. That sounds like good news, and it partly is. But the dollar cost is still climbing, because order volume keeps growing faster than the rate is falling. A slightly lower percentage of a much larger number is still a larger number, which is exactly what the projected jump from 220 billion to over 247 billion in return losses shows.

For a fashion retailer specifically, this means the rate is not the metric to watch in isolation. A store can hold a flat return rate for years while the actual cost of those returns grows every quarter, simply because more orders are shipping.

What actually moves the number?

Every driver above traces back to the same root cause: the shopper did not have enough information to judge fit correctly before checkout. Better size charts, fit notes, and honest customer photos in reviews all help close that gap. We cover the full list in how to reduce online fashion returns.

The most direct fix for the fit problem is letting a shopper see the garment on their own body before they buy it, not on a model with a different build. That is what Corlen does: a shopper uploads or captures a photo, picks an item from the store's real catalog, and sees a preview of themselves wearing it in seconds. It removes the guessing that drives both wrong size returns and the defensive habit of ordering two sizes just to be safe.

If you run a Shopify store, Corlen adds a try on button directly to product pages. Want to see the preview quality first? Try Corlen on your own photo in a few seconds, no account required.

Frequently asked questions

What is the average return rate for online clothing purchases?

Apparel typically returns at 20 to 40 percent, depending on the source and the mix of categories included. That sits well above the roughly 19 percent average across all ecommerce, which the National Retail Federation's returns research put at 19.3 percent for 2025.

Why does fashion have a higher return rate than other product categories?

Mostly fit. A shopper cannot feel how a garment sits on their own body before it arrives, sizing is inconsistent across brands, and colors or fabric can read differently on screen than in person. A large share of shoppers also order more than one size on purpose, planning to return whichever does not fit.

How much do returns cost fashion retailers?

The National Retail Federation projects total return related losses across US online retail will pass 247 billion dollars in 2026, up from 220 billion in 2024. Apparel and footwear carry a disproportionate share of that because of how often they come back.

What percentage of shoppers order multiple sizes with plans to return one?

Survey data published across the returns technology industry puts this at close to six in ten shoppers, a practice often called bracketing. It is a rational response to not knowing how a size will actually fit, and it is one of the largest single contributors to fashion's return rate.

What actually reduces a fashion store's return rate?

Anything that closes the information gap before checkout: accurate per product sizing, fit notes, real customer photos in reviews, and letting a shopper see a garment on their own body before buying. Virtual try-on targets that last point directly. Our guide on how to reduce online fashion returns covers the full list.

Ready to add real try-on to your store?

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