How to Reduce Apparel Returns on Shopify (2026 Guide)

Why apparel returns are so high

Clothing is hard to buy online for a simple reason: you can't try it on. A shopper has to translate a photo, a size label and maybe a chart into a guess about how the garment will fit their body. When that guess is wrong, the item comes back.

The NRF's 2025 returns research puts online returns at 19.3% of sales, higher than the 15.8% rate across all retail, and it also estimates that around 9% of returns are fraudulent. Industry studies of return reasons consistently rank size and fit as the leading reason clothing is returned, though the exact share varies a lot from study to study. So treat it as a range, not a single number.

What matters for you is the split between returns you can prevent and returns you can't:

Wrong-size returns are the biggest preventable category, and they're also the cheapest to fix, because the product is fine. The shopper just didn't have enough information at the moment they chose a size.

Tactic 1: Put an accurate, product-specific size chart next to the size selector

This is the foundation. Everything else on this list works better when the size chart is right.

Make it product-specific. A slim tee and a relaxed hoodie shouldn't share a chart. If a store-wide chart says "Medium = chest 38 to 40 inches" but your relaxed hoodie measures 46 inches across the chest, shoppers who read the chart will size down and be disappointed, and shoppers who don't will be swimming in fabric. Charts should reflect the garment's actual measurements, or at least the body measurements that particular cut is designed for.

Say what kind of measurement it is. "Body measurements" (fit your body to these) and "garment measurements" (the item laid flat) are different numbers. Charts that just say "chest" get misread constantly, and that alone causes avoidable returns.

Put it where the decision happens. A size chart link two scrolls below the size buttons, or hidden in a description tab, doesn't get used. Place it right next to the size selector, and check it on a phone. Our guides on where to place a size chart and mobile size charts go into detail.

Use a text table, not an image. Images get blurry on phones and can't be read by screen readers or translated. A real table works everywhere.

Show both inches and centimetres if you ship outside the US, or offer a cm/inch switch.

If you haven't set this up yet, our step-by-step guide on how to add a size chart on Shopify covers four ways to do it, including free ones.

Tactic 2: Help shoppers who won't measure

Many shoppers will never pick up a tape measure. For them, a size chart is a table of numbers they can't use. Three things help:

1. A size recommender. It asks a few questions the shopper can answer from memory, such as height, weight, usual size in a brand they know, and how they like things to fit, and recommends one size for that product. Our size recommender page explains how ours works, and our article on whether fit recommenders reduce returns looks at where they help and where they don't.
2. "Usual size" anchors. Even without a recommender, a line like "If you wear a Medium in most high-street brands, take a Medium here" or "runs small, size up" gives shoppers a reference they understand.
3. Measuring help that's easy to find. Link short guides from the product page, such as how to measure your chest or how to measure your waist, and keep diagrams in the chart itself.

Tactic 3: Show how the garment actually fits

A size chart tells shoppers what the garment measures. It doesn't tell them how it looks or feels on a body. Fill that gap:

• Model information: the model's height and the size they're wearing ("Model is 5'9" and wears a Small"). It's one of the simplest and most useful lines on a product page. Our guide to size charts with model info shows how to add it.
• Fit description: "Relaxed through the body, cropped at the waist" or "Slim fit; size up if you're between sizes."
• Fabric and stretch: a 100% cotton tee and a cotton-elastane tee in the same size fit differently. Our guide to size charts with fabric info covers this.
• Fit feedback from reviews: aggregate "runs small / true to size / runs large" from customer reviews and show it near the size selector. See showing fit feedback from reviews.

Tactic 4: Be careful with "international" sizes

If you sell abroad, size labels can be a trap. A UK 10 is a US 6; an EU 38 is a US 6 or 8 depending on the brand; Asian sizes often run smaller than Western ones. Shoppers converting in their heads get it wrong.

• Show the sizes your customers know, for the markets you sell to.
• Use body measurements as the common language between systems.
• Consider showing sizes by market, which our guide on localizing size charts by country covers.

The international size converter is useful for checking your own conversions.

Tactic 5: Make exchanges easier than refunds

Some returns will happen no matter what. When a shopper sends something back because it's the wrong size, they usually still want the product. An exchange keeps the sale; a refund loses it.

• Offer the exchange first in your returns flow, with the refund still clearly available.
• Make the exchange cheap or free where you can; the margin math usually favours it.
• Make sure the second size is right. If the shopper guessed wrong once with no better information, they'll guess wrong again.

Shopify supports returns and exchanges in the admin, and self-serve returns through customer accounts, and many returns apps add exchange-first flows on top. Our guides to exchange-first returns and store credit vs refunds go deeper.

Tactic 6: Write a return policy that sets expectations

A clear policy doesn't reduce wrong-size returns directly, but it does reduce friction, disputes and serial returning. State the window, the condition items must be in, who pays shipping, whether exchanges are free, and any items that can't be returned (personalised or made-to-measure items, for example). Our guide to writing a return policy that converts has a template.

Tactic 7: Measure size-related returns by product

This is the tactic most stores skip, and it's the one that tells you where to spend your effort.

1. Collect a return reason for every return, with "too small" and "too large" as separate options.
2. Report by product, not just store-wide. A single product with a mis-measured chart can produce a big share of your size returns.
3. Fix the worst products first: check the chart against the real garment, add a "runs small" note, or adjust the recommender.
4. Compare before and after each change, over the same season if you can.

Our guide to analysing return data to improve product pages walks through it step by step, and the returns cost calculator puts a money value on the change.

Mistakes to avoid

• Using one size chart for every product. It's quick, and it's the most common cause of avoidable size returns.
• Copying a chart from another brand. Their pattern isn't your pattern.
• Hiding the chart. If shoppers can't find it next to the size buttons, it doesn't exist.
• Images instead of tables. Unreadable on phones.
• Only measuring store-wide return rates. The fix is almost always product by product.
• Making refunds hard instead of exchanges easy. It annoys customers and doesn't recover the sale.

A checklist you can work through this week

1. List your 10 most-returned products and their return reasons.
2. Check each one's size chart against the actual garment.
3. Add model height and size, and a one-line fit note, to each.
4. Move the size chart link next to the size selector, and test on a phone.
5. Add a size recommender to products where size returns are highest.
6. Make exchanges the first option in your returns flow.
7. Set a date to compare size-related returns before and after.

If you're starting a new brand, our guide to size chart best practices for fashion stores covers getting sizing right from day one.

Frequently asked questions

Sources and standards

1. National Retail Federation, 2025 Retail Returns Landscape19.3% of online sales and 15.8% of total retail sales returned in 2025; about 9% of returns estimated to be fraudulent.
2. Shopify Help Center: Managing returnsHow returns and exchanges work in the Shopify admin and through customer accounts.
3. Return-reason studies (various)Industry studies consistently rank size and fit as the top apparel return reason; published shares vary widely, so this guide doesn't quote a single figure.