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Fashion Returns Start Before Checkout: How Better Product Pages Can Prevent Them

Informational2026-09-10·8 min read
✦ Summarize with ChatGPTPerplexity
Woman shopping for a dress online while considering fit, sizing and potential returns
What you will learn
  1. Fashion has a difficult returns problem
  2. The return often begins on the product page
  3. 1. Make sizing information genuinely useful
  4. 2. Don't assume a size finder automatically solves returns
  5. 3. Show the product as it really looks
  6. 4. Make your descriptions useful, not just beautiful
  7. 5. Use reviews as shopping information
  8. 6. Pay attention to bracketing
  9. 7. Help shoppers answer: "What will this look like on me?"
  10. Don't solve returns by making returns painful
  11. Audit your PDP before your returns policy
  12. Better decisions create better orders
  13. Research & Sources

A customer returns a dress because it does not fit.

The return happens after delivery.

But the problem that caused it may have started much earlier — on the product page.

Maybe the sizing information was unclear. Maybe the product looked different in person. Maybe the shopper ordered three sizes because they were not confident which one would fit.

Fashion brands naturally think about returns as a post-purchase problem.

Return portals. Refunds. Exchanges. Reverse logistics.

All of those matter.

But some returns can be prevented before the customer ever clicks Buy.

This connects to a broader challenge we have covered before: fashion shoppers often abandon product pages because they do not have enough confidence to make a decision.

Returns can be another symptom of the same problem.

Fashion has a difficult returns problem

Fashion products are unusually difficult to evaluate online.

A shopper is not only asking whether they like the product.

They are also asking:

  • Will it fit?
  • Will the colour look the same in person?
  • How will the material feel?
  • Is the length right?
  • Will the silhouette suit me?
  • Does it actually look good on me?

That uncertainty shows up clearly in return behaviour.

According to Rithum's 2025 Global Returns & Profit Impact Report, based on responses from more than 6,000 consumers, 68% said they had returned clothing or footwear during the previous 12 months.

More importantly, the research gives us a clearer idea of why.

Poor fit was one of the top reasons for returns, cited by 61% of consumers surveyed.

Another 33% had returned a product because it did not match the description or images they saw online.

Those are not purely logistics problems.

They are expectation problems.

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The return often begins on the product page

When the product that arrives does not match what the shopper expected, a return becomes much more likely.

That mismatch can come from several places:

  • Unclear sizing
  • Over-edited product photography
  • Missing measurements
  • Vague material descriptions
  • Limited on-person imagery
  • Poor representation of colour or scale
  • Lack of useful customer feedback

This makes your product page part of your returns strategy.

Before changing your return policy, it is worth asking a more basic question:

Did we give this customer enough information to choose the right product in the first place?

1. Make sizing information genuinely useful

A size chart is important.

But a table of measurements does not always answer the shopper's real question:

"Which size should I order?"

Give customers additional context where possible.

For example:

  • Does the product run small, large, or true to size?
  • Is the intended fit slim, relaxed, or oversized?
  • What size is the model wearing?
  • What are the model's measurements?
  • Does the material stretch?
  • Are garment measurements available?

The goal is not simply to provide more information.

It is to make the sizing decision easier.

2. Don't assume a size finder automatically solves returns

Adding technology to a product page does not automatically improve the outcome.

A 2025 study published in the Journal of Innovation & Knowledge analysed 496,365 fashion items ordered by 75,707 customers across 113 countries.

Researchers examined the use of a size finder on a major fashion ecommerce platform.

Surprisingly, shoppers using the size finder were 0.65% more likely to return an item in the dataset.

At the same time, increased use of the tool was associated with higher customer lifetime value in subsequent quarters.

The takeaway is not that sizing tools are useless.

It is that there is rarely one feature that magically fixes returns.

Sizing recommendations solve one type of uncertainty.

Photography solves another.

Reviews solve another.

Virtual try-on solves another.

A strong product page combines them where they are actually useful.

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3. Show the product as it really looks

Beautiful campaign photography makes a product desirable.

But customers also need to understand what they are buying.

Your product imagery should help shoppers judge:

  • Proportions
  • Texture
  • Colour
  • Length
  • Fit
  • Details
  • Scale

That often means combining polished photography with close-ups, different angles, video, and realistic on-person imagery.

Be especially careful with aggressive colour grading, lighting, or retouching.

The goal of ecommerce photography is not only to make the product look good.

It is to set an accurate expectation.

Remember: 33% of consumers in Rithum's research said they had returned products that did not match their online description or images.

Accuracy can be just as valuable as aesthetics.

4. Make your descriptions useful, not just beautiful

Consider this product description:

Designed for effortless confidence, this timeless piece elevates every occasion.

It sounds good.

It also tells the shopper almost nothing.

Fashion descriptions should support the brand voice, but they also need to answer practical questions.

What is the fabric?

Is it stretchy?

Is it lightweight or heavy?

Does it feel structured or soft?

Is it sheer?

How does it fit?

How should it be cared for?

Clear product information is becoming important beyond the product page too. As we explored in our guide to preparing fashion stores for AI shopping agents, search engines, shopping platforms, and AI systems also depend on accurate product attributes to understand and recommend products correctly.

You do not need to remove the storytelling.

Just make sure it is not replacing useful information.

5. Use reviews as shopping information

Reviews are usually treated as social proof.

In fashion, they can do much more.

A review saying:

"Runs slightly small. I normally wear M but exchanged for L."

may help the next customer more than another paragraph of marketing copy.

The same is true for comments such as:

"The colour is slightly darker than the photos."

or:

"I'm 175 cm tall and the trousers sit just above my ankle."

These details help shoppers create a more realistic expectation before purchasing.

According to Rithum, 50% of consumers rely heavily on customer reviews when buying clothing or shoes.

Where possible, encourage reviewers to include information such as their usual size, purchased size, height, or fit experience.

That turns reviews from simple validation into useful product information.

6. Pay attention to bracketing

A shopper orders the same dress in S, M, and L.

They already know two will probably be returned.

This behaviour is commonly known as bracketing.

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Rithum's research found that 36% of consumers intentionally overbuy knowing they will return part of the order.

Among shoppers under 35, that figure reached 50%.

It is easy to dismiss this as bad customer behaviour.

But sometimes it is simply a rational response to uncertainty.

If a shopper cannot confidently determine which size, colour, or style is right online, ordering several options effectively turns their home into the fitting room.

You probably cannot eliminate bracketing completely.

But improving the information available before checkout can reduce the reasons shoppers feel they need to do it.

7. Help shoppers answer: "What will this look like on me?"

There is one question that measurements, descriptions, and size recommendations cannot completely answer:

"Will I actually like this on me?"

Brands traditionally address this with model photography.

That helps.

But the model is still someone else.

This is where AI virtual try-on can add another layer to the product experience.

Tryvio lets Shopify shoppers upload a photo and visualise fashion products on themselves directly from the product page.

It does not replace size charts.

It does not replace accurate photography.

And it should not be presented as a guaranteed solution to every type of return.

It addresses something different: visual uncertainty.

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For highly visual categories such as apparel, eyewear, jewellery, watches, and accessories, giving shoppers another way to evaluate how a product might look in their own context can help them make a more informed decision before ordering.

Don't solve returns by making returns painful

When returns become expensive, the obvious reaction is to add friction.

Shorter return windows.

Return fees.

Stricter conditions.

Those changes may reduce some return activity.

But they may also affect the original purchase decision.

Rithum found that 41% of consumers consider a retailer's return policy before making a purchase, while 47% had stopped shopping with a retailer or brand because of an unfavourable return policy.

Reducing unnecessary returns is valuable.

Making customers afraid to order is not necessarily the same thing.

The better objective is to help more customers make the right purchase the first time.

Audit your PDP before your returns policy

If returns are becoming expensive, start with your most-returned products.

Then work backwards.

Ask:

  • Which products have unusually high return rates?
  • Which sizes or variants are returned most often?
  • What reasons do customers give?
  • Do reviews repeatedly mention the same fit problem?
  • Does the actual colour match the photography?
  • Are important measurements missing?
  • Are shoppers buying several variants of the same item?
  • Can customers realistically understand how the product will fit, feel, and look before ordering?

Returns data is not only an operations metric.

It can reveal where your shopping experience is failing to answer a question.

Better decisions create better orders

Fashion returns will never disappear completely.

People change their minds. Bodies are different. Products fit differently. Sometimes an item simply does not look the way someone expected.

But that does not mean every return is unavoidable.

Better sizing guidance, accurate photography, useful descriptions, real customer reviews, and tools such as virtual try-on all work toward the same goal:

Reducing the gap between what the shopper expects and what actually arrives.

Because the best way to process an avoidable return is often to prevent it from becoming a return in the first place.

If visual uncertainty is one of the gaps on your product pages, see how Tryvio works or explore our guide on why fashion shoppers abandon product pages.

Research & Sources

Frequently asked questions

Why do customers return fashion products bought online?

Fit and sizing are among the biggest reasons. Rithum's 2025 consumer research found that 61% of respondents cited poor fit as a main reason for returns, while 33% had returned products that did not match their online description or images. Other factors can include colour, material, quality, styling expectations, and simply changing one's mind.

How can fashion ecommerce brands reduce returns?

Start before checkout. Improve sizing and fit guidance, use accurate product photography, describe materials and dimensions clearly, surface useful customer reviews, and analyse return reasons at product and variant level. The goal is to reduce the gap between what the shopper expects online and what they receive.

Do size recommendation tools reduce fashion returns?

Not necessarily on their own. A 2025 study analysing 496,365 fashion items found that customers using the studied size finder were slightly more likely to return an item. Size tools can still provide value, but they should be treated as one part of a broader product-page experience rather than a guaranteed solution to returns.

What is bracketing in fashion ecommerce?

Bracketing is when a shopper intentionally orders multiple versions of a product - often several sizes or colours - planning to keep one and return the rest. It is particularly common when shoppers are uncertain about fit, sizing, colour, or appearance.

Can virtual try-on reduce ecommerce returns?

Virtual try-on can help address **visual uncertainty** by allowing shoppers to better understand how a product might look on them before ordering. However, it should complement rather than replace accurate sizing, measurements, photography, descriptions, and reviews. Its direct effect on return rates will depend on the product category, implementation, and reasons customers are returning products.

#Fashion Ecommerce#Ecommerce Returns#Shopify CRO#Product Pages#Customer Experience#Virtual Try-On
Tryvio
Iliyan Stefanov
Co-Founder, Tryvio
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