Guide
Apparel returns data
How many online clothing purchases get returned?
Returns are a built-in cost of selling clothes online. The National Retail Federation and Happy Returns estimate total US retail returns at $849.9 billion in 2025, with an estimated 19.3% of online purchases sent back.
Clothing stands out within that. Statista ranks clothing and footwear as the most-returned online categories. The reason is simple: you can’t try anything on before it ships, so the fitting room moves to your bedroom — and whatever doesn’t work goes back.
Return rates differ by retailer, country, season and product mix. The figures here are the ones the cited reports publish; they are not a measurement of any single shop.
Why do people return clothes bought online?
Across reported breakdowns, the leading reasons cluster around fit and appearance. The table describes them qualitatively; it is not a ranking or exact shares.
| Reason | Typical weight | What it means |
|---|---|---|
| Doesn’t fit | Leading driver (McKinsey) | The size was guessed wrong from a chart or label |
| Doesn’t look as expected | Common | Colour, cut, drape or style differed from the photo |
| Ordered several sizes (bracketing) | Notable | Planned returns to cover sizing uncertainty |
| Quality and other | Remainder | Damage, changed mind, late delivery |
McKinsey’s returns-management research identifies fit and size as the leading — and most addressable — driver of apparel returns. On appearance, eMarketer reports that 55% of shoppers have returned an item because it looked different on them than expected.
Both reasons come from the same gap: before buying, the shopper couldn’t picture the piece on their own body. Our guide Does it fit me? explains why the same size differs from brand to brand.
What is bracketing and why does it happen?
Bracketing means ordering several sizes or colours of the same piece on purpose, planning to keep one and send the rest back. It is a rational answer to uncertainty — if you can’t tell whether an M or an L will fit, ordering both is the safe bet — but it adds return volume on top of genuine fit misses.
Measuring yourself once and comparing against the brand’s chart reduces the need for it. See how to measure yourself and the clothing size converter.
What does a clothing return cost?
Each return carries return shipping, inspection, repackaging, and often a markdown or write-off when the item can’t be resold at full price. It also means extra transport of garments back and forth. For shoppers, the cost is time: printing labels, queueing at drop-off points and waiting for refunds.
Can seeing clothes on yourself reduce returns?
Because fit and appearance are central reasons, the most direct lever on the “looked different on me” returns is letting shoppers see the piece on themselves before they buy. Reports on deployed try-on and fit services point that way:
| Reported finding | Context | Source |
|---|---|---|
| 55% returned clothing because it looked different on them than expected | Online apparel shoppers | eMarketer, 2025 |
| AI-assisted sales solutions can exceed 12% conversion; traditional ecommerce converts just above 3% of visits | European retail study | Savills, 2026 |
| 80% of respondents said they feel more confident in their purchases when using AR tools | Snap and Publicis Media survey (Alter Agents) | Retail Dive, 2022 |
| +94% average conversion for merchants using 3D/AR product content | Shopify merchants | Shopify, 3D commerce |
Adoption is growing: the Business of Fashion reports that Zalando plans to roll virtual try-on out to all customers in 2026.
These are reported outcomes from specific companies, not a guaranteed effect for any shop or shopper; much depends on the category and how try-on is offered. And seeing a piece on you addresses the look — it does not tell you which size to order. wearfits.me gives a visual preview, not a size guarantee, so pair it with the brand’s size chart.
How should these figures be read?
Each number on this page is linked to the report that published it. Where we describe patterns without a figure — the ordering of return reasons, the costs of a return — we describe them qualitatively on purpose, because return rates and reason breakdowns vary by retailer, region, season and product mix.
Some studies above cover AR or 3D product content rather than generated photos; they are included because they measure the same idea — showing the product in a richer way before purchase — not as evidence for any one tool. For how the approaches differ, see ways to preview clothes, compared.
FAQ
- What share of online purchases are returned?
- NRF and Happy Returns estimate that 19.3% of online purchases in the US were returned in 2025, with total US retail returns of $849.9 billion.
- What is the most common reason clothes get returned?
- McKinsey identifies fit and size as the leading, most addressable driver of apparel returns. Items that look different on the shopper than expected are another common reason.
- What is bracketing?
- Bracketing is ordering several sizes or colours of one item on purpose, planning to keep one and return the rest. It comes from sizing uncertainty and adds to return volume.
- Does virtual try-on reduce returns?
- Reports from deployed try-on tools point that way: in a Snap and Publicis Media study, 80% of respondents said they feel more confident in their purchases when using AR tools. Results depend on the shop and category and are not guaranteed.
- Will seeing clothes on myself tell me my size?
- No. A studio shot of you is a visual preview of how a piece looks, not a size guarantee. Use the brand’s size chart to choose the size.
Sources
- NRF & Happy Returns — 2025 Retail Returns Landscape (Oct 2025): $849.9B in US retail returns; 19.3% of online purchases returned.
- Statista — most-returned online product categories: clothing and footwear lead.
- McKinsey & Company — Returning to order: improving returns management for apparel companies: fit and size as the leading, addressable driver.
- eMarketer — Retailers rely on virtual try-on to curb returns and boost conversions (2025): 55% returned clothing that looked different than expected.
- Savills — AI increases retail efficiency, but stores still lead the shopping experience (Jun 2026): AI-assisted sales can exceed 12% conversion vs just above 3% for traditional ecommerce.
- Retail Dive — Shoppers who use AR are less likely to return purchases: Snap (Jun 2022): Snap and Publicis Media survey — 80% of respondents feel more confident in their purchases when using AR tools.
- Shopify — 3D commerce: +94% average conversion with 3D/AR content.
- Business of Fashion — How generative AI is improving virtual try-on: Zalando’s 2026 rollout plan.