Size-Related Returns in Indian Fashion Ecommerce: Rates and What Reduces Them

How many Indian fashion returns are caused by size?#

About 61.5% of Indian fashion returns are caused by size or fit, about three times the next reason. These benchmarks come from ProfitBox360 research, 2025 (client data and shopper surveys).

The last column uses the fashion return rate of 23.8% of delivered orders. Size alone sends back 146 of every 1,000 delivered orders, or 14.6%.

These are returns after delivery. Parcels refused at the door are return to origin (RTO), which has its own causes and costs.

Footwear is even more size-driven#

Footwear comes back a little less often, at 21% of delivered orders, but 70% of those returns are about size or fit. That puts size returns at 14.7% of delivered footwear orders (21% × 70%), about the same as clothing.

Show the foot length in centimetres for every shoe size. UK, EU and US size labels don't line up neatly, so shoppers end up guessing.

What a size return costs#

Price each return before you choose a fix: a refund costs far more than an exchange.

Illustrative example: a fashion brand with these inputs. Every input not marked as an assumption is a benchmark from the same research.

• Delivered orders: 3,000 a month (assumption)
• Average order value: ₹1,200, so ₹36,00,000 of sales a month (assumption)
• Product cost: ₹480 per order, 40% of order value (assumption)
• Return rate: 23.8% of delivered orders, 61.5% of them for size or fit
• Exchanges: 37.5% of return requests; the rest are refunded
• Reverse pickup and handling: ₹117.50 per return
• Forward shipping: ₹61.50 per shipment
• Returned items fit to resell: 77.5%, so 22.5% are written off
• Each exchange keeps the sale, and the replacement isn't returned (assumption)

Cost of one return, compared with the customer keeping the order:

The first delivery isn't counted, because the brand pays it whether the customer keeps the order or not.

Monthly cost of size returns:

• Returns: 3,000 × 23.8% = 714
• Size returns: 714 × 61.5% = 439
• Exchanges: 439 × 37.5% = 165. Refunds: 439 − 165 = 274
• Cost: 274 × ₹945.50 + 165 × ₹287 = ₹2,59,067 + ₹47,355 = ₹3,06,422 a month

That's 8.5% of the brand's ₹36,00,000 monthly sales, lost to size problems alone. Refunds cause most of it.

Do size-recommendation tools cut returns, and what do they cost?#

Yes: fashion brands that add a size-recommendation tool see their return rate fall by about 19.5% on average, and a typical tool costs about ₹15,000 a month.

The fall is relative, not in percentage points. A 23.8% return rate drops to about 19.2% (23.8% × 80.5%).

What the tools cost#

Compare tools on their total monthly bill at your order volume, not on the headline price. These Shopify App Store listings show prices in US dollars.

Kiwi offers size recommenders only on its Plus and Ultimate plans; its free and Premium plans cover size charts.

Each tool's usage charge counts something different. Kiwi charges by orders, Goodsize by recommendations and Fit Quiz by items added to cart, so the bill grows with your traffic. Kiwi's Plus plan, for example, totals $74.99 a month for a store with 2,000 to 6,000 orders.

Does the tool pay for itself?#

Yes, for the brand in the example above, with 714 returns a month and a tool at ₹15,000 a month.

• Returns avoided: 714 × 19.5% = 139
• Of those, 37.5% would have been exchanges: 52. The other 87 would have been refunds.
• Saving: 87 × ₹945.50 + 52 × ₹287 = ₹82,258.50 + ₹14,924 = ₹97,182.50
• After the ₹15,000 fee: ₹82,182.50 a month

Each avoided return is worth about ₹699.15 on average (₹97,182.50 ÷ 139). So the fee is covered once the tool prevents 22 returns a month (₹15,000 ÷ ₹699.15 = 21.5). A smaller brand should run the same sum at its own order volume.

Test it before you commit#

Prove the saving on your own returns before you roll the tool out to every product.

1. Tag every return with a reason when the customer asks for it: too small, too large, poor fit, quality, damage or wrong item.
2. Record each product's size-return rate for a month before switching the tool on.
3. Turn the tool on for half your products, and compare size returns on delivered orders between the two halves.
4. Count only orders whose return window has closed, so late returns aren't missed.
5. Track conversion as well as returns. Fashion stores convert about 1.8% of sessions, so compare your own rate before and after the switch.

Fix the size information as well#

A tool can only recommend from accurate size data, so fix the basics at the same time.

• Give garment measurements in centimetres for every size, not only body measurements.
• Add a fit note to each product: slim, regular or relaxed, and whether it runs small or large.
• Show the model's height and the size they're wearing.
• Read size complaints in reviews and return reasons, and correct the chart for any product that keeps coming back.

What return and exchange policies do Indian fashion brands use?#

Well-known Indian fashion D2C brands give shoppers 7 to 15 days, allow size exchanges, and use store credit or small fees to limit refunds. Those choices cut return costs, because an exchange keeps the sale while a refund loses it.

How three brands handle returns#

Snitch accepts returns and exchanges within 7 days of delivery, or 30 days for SNITCH X members. It allows exchanges only for size changes. Accounts that return often may face higher return charges.

The Bear House gives 7 days to return or exchange, and an exchange can be for another size, colour or product. It charges a ₹50 handling fee on return requests and refunds COD orders as a gift card.

Bonkers Corner accepts returns and exchanges within 15 days of delivery for orders placed outside sale periods. It refunds COD and prepaid orders as Bonkers Corner Wallet credit only, and items bought in sales can't be exchanged.

These terms are as shown on each brand's policy page in September 2026. Policies change often, so read each brand's current page before you model yours on it.

How policy choices change return costs#

Exchanges save the most, because they keep the sale. In the example above, a refund costs ₹945.50 against a kept order and an exchange costs ₹287.

Take the same brand, with 439 size returns a month before any size tool. It lifts exchanges from 37.5% to 50% of size returns (assumption).

• Exchanges: 439 × 50% = 220, up from 165, so 55 more
• Saving per switch: ₹945.50 − ₹287 = ₹658.50
• Monthly saving: 55 × ₹658.50 = ₹36,217.50

The other policy levers work at the edges. Store credit keeps the cash in the business until the shopper spends it. A ₹50 return fee, like The Bear House's, covers 42.6% of a ₹117.50 reverse pickup.

To win more exchanges:

1. Offer the exchange first in the return flow, with the next size up or down already selected.
2. Keep size exchanges free, and put any fee on refunds instead.
3. Check stock of the new size before you approve the exchange.

In Shopify, you can add exchange items when you create a return. Shopify then works out whether to refund the difference or collect it with an invoice. Exchange items aren't reserved in inventory until you process the return, so confirm the new size is in stock first. Shopify's return rules also let you set the return window, a flat return shipping fee, a restocking fee and final-sale items.

What the law requires#

Show your return, refund and exchange terms clearly, including the cost of return shipping. India's Consumer Protection (E-Commerce) Rules, 2020 require this of every brand selling its own stock online. The same rules bar it from refusing to take back or refund goods that are defective, not as advertised or agreed, or delivered late.

Keep store credit and fees for size and change-of-mind returns, and refund damaged or wrong items in full.

FAQ#

Should the replacement ship before the return is collected?#

Ship the new size only after the courier has collected the returned item, which is how Snitch handles size exchanges. Sending it first risks losing both pieces if the pickup fails or the item comes back worn. Tell the customer the dispatch date upfront, so the wait doesn't push them towards a refund instead.

How do you calculate a size-related return rate?#

Divide returns tagged as size or fit by delivered orders: size-related return rate = size returns ÷ delivered orders × 100. For Indian fashion, the benchmark works out to about 14.6%, from a 23.8% return rate with 61.5% of returns about size. Calculate it for each product to find the weakest size charts.

How long should a fashion return window be?#

Set the return window at 7 to 15 days from delivery, the range well-known Indian fashion D2C brands offer. Snitch and The Bear House give 7 days, and Bonkers Corner gives 15 days for orders placed outside sale periods. Snitch extends returns to 30 days for its SNITCH X members, so a longer window can work as a loyalty benefit.

Can sale items be excluded from returns?#

Yes, and some Indian fashion brands do it: Bonkers Corner doesn't exchange items bought in sales, and Snitch excludes buy-one-get-one offers from returns and exchanges. Mark those products as final sale before checkout, for example with Shopify's final-sale setting, so shoppers know the terms before they pay. Damaged or wrong sale items still need a refund.

How much returned fashion stock can be sold again?#

Across Indian ecommerce, about 77.5% of returned items pass inspection as fit to resell, so plan to write off or discount the other 22.5%. Check tags, stains, wear and packaging before restocking anything. Put the saleable items back on sale quickly, because fashion stock loses value as the season moves on.

Which products should get a size tool first?#

Put a size tool first on the products whose size-return rate is highest. Across Indian fashion, size returns average about 14.6% of delivered orders, so any product well above that needs attention first. Fix its size chart and fit notes at the same time, so the tool works from accurate measurements.