"It Fit Great, Just Not How I Imagined": Why Fashion Returns Are Mostly Not About Sizing

Illustration of a product page with a model photo, size buttons with M selected and a highlighted fit note reading Boxy fit, cropped with a mint check mark, next to a jacket on a hanger with a RETURN tag

“It fit great, just not how I imagined it would.” Return notes like this turn up again and again when we audit apparel stores, and they're hard to act on, because nothing was wrong with the order. The customer got the jacket they ordered, in the size they ordered, and it still went back.

The usual assumption is that sizing returns are about sizing. So stores tighten the size chart, add a measurement guide, maybe install a fit quiz, and wait for the return rate to fall. When it doesn't, everyone's confused.

In our experience most “sizing returns” aren't sizing problems. They're expectation problems: the item didn't match what the customer pictured. A bigger size chart doesn't fix that.

Why size charts don't move the needle as much as brands think

Size charts help in one narrow situation: a customer who is unsure of their size in your brand and actually opens the chart before ordering. Many shoppers don't. They pick the size they wear in other brands and hope.

A shopper who is “a medium in most things” sees a medium on your page and adds it to the cart. If your medium doesn't fit like their usual one, it comes back, and the chart they never opened didn't change a thing.

Every store should still have a size chart. It should be accurate and easy to find. It just isn't where most of the return reduction comes from.

What actually reduces sizing returns

Fit notes next to the size selector. Put them in plain language, where the decision happens, not tucked into the description or a dropdown: “Runs small, size up.” “Relaxed fit, order your usual.” “Cropped by design. Size up for more length.” They take two seconds to read, and they answer the question the shopper was already guessing at: how does your fit compare to what I'm used to?

On-body photos from several angles. Flat lays and product-only shots say almost nothing about how something drapes, how it sits across the shoulders or where the hem falls on a person. When the return note says “not how I imagined”, this is almost always the gap. Front, side and one detail shot (collar, hem, waist) close it more reliably than anything else on the page. Short video of the garment moving helps too.

A reference point. Give the model's height and the size they're wearing. Feature reviews that mention the reviewer's height and the size they bought. Shoppers decide by asking “does that person look roughly like me, and are they happy in that size?” Give them what they need to answer it.

Four kinds of apparel return notes and the fix for each: too small or too big needs a fit note by the size selector; not how I imagined needs on-body photos from several angles; the color looked different needs true-to-life photos and swatches; kept one of three sizes is bracketing and needs policy, not product page changes READ THE RETURN NOTE Different words, different fix “Too small” FIX → Fit note by the size picker “Runs small, size up.” S M L “Not how I imagined” FIX → On-body photos, 3+ angles Front, side, and a detail shot. “Color looked different” FIX → True-to-life color Color-correct photos, name shades. “Kept one of the three” NOT A PAGE FIX Bracketing: set it with policy Store credit, fees, clear return rules.
Group returns by what the customer actually wrote. Each kind of note points to a different fix, and bracketing isn't a product page problem at all.

Use the return reasons you already collect

Shopify's return reasons depend on the product category, so apparel returns offer apparel choices such as “Too big” and “Too small”. The same reasons appear in the admin, in POS and in self-serve returns, and you can view them in your analytics to spot trends. Start there before you change anything:

  • “Too small” or “Too big” on one product points to a fit note that's missing or wrong for that item.
  • Style or “not as expected” reasons point to photography.
  • Color complaints point to photos that aren't color-corrected, or shade names that don't match the item. Swatches that use the real fabric color help here. We've written about showing color swatches on collection pages.
  • Several sizes of one item on one order, most returned, is bracketing.

Treat these as separate categories. Lumping them together as “sizing” is how brands end up fixing the wrong thing.

The bracketing problem

Some returns aren't about fit at all. Bracketing is when a customer orders two or three sizes of the same item, planning to keep one and send the rest back. Free returns made it normal, especially where fit is uncertain.

Better product pages can reduce bracketing a little, because a confident shopper orders one size. They won't eliminate it. The levers are policy, and Shopify has them built in:

  • Refund to store credit. When you refund an order you can send the money to the original payment method, store credit, or a mix. Store credit keeps the value in your store. (More in refunds to store credit.)
  • Restocking fees. In Settings → Policies, your return rules can charge a restocking fee as a percentage of the return, and customers see it when they request a return.
  • Return shipping cost. The same rules let you offer free return shipping, charge a flat return fee, or have customers buy their own label.
  • Return window and final sale. Set a window of 14, 30 or 90 days, unlimited or a custom number of days, and mark products or collections as final sale.
  • Clear messaging. Say plainly what your policy is, on the product page and in the cart, without sounding hostile.

None of these is free. They trade return rate against conversion rate, and a harsh policy can cost more orders than it saves in returns. The right balance depends on your margins and your customers.

Worth knowingExchanges are part of Shopify returns too. You can add exchange items to a return, so “too small” becomes a size swap rather than a refund. If most of your size returns are one size off, offering the exchange first often keeps the sale.

What we'd check first in an apparel store audit

  1. The product page. Is there a fit note near the size selector? Is it in plain language? Does it match reality, or was it written to sound confident rather than honest?
  2. Photography. How many angles? At least one on-body shot? Is the product shown the way customers will actually wear it?
  3. The size chart. Accurate, and findable from the size selector.
  4. Reviews. Are customers mentioning fit, height and the size they bought? If not, your review request is probably missing a prompt that asks for it.
  5. Return reasons. What share are size-related, and what do customers write? “Too small”, “didn't look right” and “ordered the wrong size” are three different problems.

These are the same kinds of issues we list in what we see wrong in most Shopify stores we audit.

The broader point

Most apparel brands treat returns as a logistics problem: process what comes back, restock what you can, write off the rest. The more useful question is what information the customer was missing that would have prevented the return.

Every return note is feedback on the product page. “Didn't fit” means the size guidance wasn't clear. “Didn't look right” means the photos didn't match reality. “Wrong color”, which happens more than you'd think in fashion, means the images aren't true to the item.

The stores with the lowest return rates rarely have the most elaborate size charts. They have product pages that tell shoppers exactly what's about to arrive, so nothing is a surprise when they open the box.

If you're dealing with high sizing returns and aren't sure which of these is your real problem, we do store audits that include product page and conversion analysis. We'll tell you where the gap is and what to fix first.