How Indian retailers measure and cut returns

A return is any unit a customer sends back or refuses at the door, and the retail returns rate is simply the share of shipped or sold units that come back in a given period. In India the number matters more than it does in many markets because a large slice of online orders are still cash on delivery (COD), where a refused parcel costs the seller the full outbound trip and often the return trip as well. Retailers who track returns loosely tend to discover the cost only when margins thin out.

How is the retail returns rate measured?

Most teams start with a simple ratio: returned units divided by dispatched units, expressed as a percentage. That headline number is useful but blunt, so serious operators break it into a dashboard.

• Unit return rate: returned units ÷ shipped units. Good for warehouse and inventory planning.
• Value return rate: returned rupee value ÷ gross sales value. This is the number finance cares about, because, to take an illustrative example, a returned ₹4,000 handbag hurts more than a returned ₹300 t-shirt.
• Reason-coded return rate: the same ratio split by cause, such as size or fit, damage, wrong item, late delivery, quality complaint or "changed my mind".
• Return rate by cohort: split by channel (marketplace vs own website vs store), by city tier, by payment method (prepaid vs COD) and by first-time vs repeat customer.

Two accounting terms sit underneath all of this. Gross sales are sales before returns are netted off. Net sales are gross sales minus returns, discounts and cancellations. A brand can report healthy gross sales growth while net sales stay flat because returns are climbing. That gap is why investors ask for both numbers.

What does a return cost a retailer?

The cost per return is the total expense of processing one returned unit. It is rarely just the courier bill. A fuller calculation adds:

1. Reverse pickup or customer drop-off cost.
2. Inspection and grading labour at the warehouse.
3. Repackaging, re-tagging and cleaning.
4. Markdown if the item can only be resold at a discount or through a different channel.
5. Write-off if the item is damaged or unsellable.
6. Payment gateway and refund processing charges, plus the working capital locked up while the refund is pending.

Many Indian ecommerce teams treat returns as a margin problem rather than a logistics annoyance, and some use a rough internal rule of thumb that a single return can wipe out the margin on several forward orders in the same category. The exact multiple varies by category and operator, so it is best treated as an industry rule of thumb rather than a precise figure.

What drives returns in Indian retail and quick commerce?

Apparel and footwear typically carry higher return rates than many other Indian categories, largely because of fit and size uncertainty. A shopper ordering a kurta online cannot try it on, and size charts across brands are inconsistent. Fashion marketplaces have responded with free size exchanges, which solves the customer's problem but shifts the cost to the seller.

Cash on delivery is often cited as another major driver. A COD parcel that is refused at the door is a return before the sale is even complete. Address quality matters too: incomplete addresses, unavailable phone numbers and gated communities with restricted entry all raise failed-delivery rates, which many teams count alongside returns.

Quick commerce adds a different pattern. Orders are small, delivery is fast and customers order on impulse. Return rates on grocery and essentials are usually low because the product is consumed, but damaged fresh produce, missing items in a multi-item basket and substitutions for out-of-stock goods create complaints and refunds. Because basket values are small, the cost per return can be a large share of the order value, so quick commerce teams often prefer instant refunds or credits over physical pickups.

Inflation pressure changes the mix. When food prices rise sharply, shoppers trade down to smaller packs and cheaper brands, and some reduce order frequency. According to media reports, India's retail inflation was put at 6.09% in October, above the RBI's 6% tolerance limit, with food inflation near 9%; the year referenced in these reports should be verified, and at least one report frames the 6.09% figure as a projection rather than a confirmed reading. For thin-margin grocery and apparel formats, a higher return rate on top of that squeeze is harder to absorb.

Which operational levers actually reduce returns?

The most effective levers attack the cause, not the symptom. Size and fit problems shrink when brands publish accurate measurements, model heights and fit notes, and when they use customer feedback to flag items that run small or large. Rich product content matters more as discovery shifts to AI assistants. Amazon's Alexa for Shopping, which the company began rolling out in India on select storefronts, surfaces comparisons and price history, so incomplete or vague product descriptions are more likely to produce a mismatch and a return.

On the logistics side, address validation at checkout, OTP confirmation for high-value COD orders, and a clear delivery window reduce refused parcels. Some brands are also shortening delivery distances. Miraggio's CEO Mohit Jain has said the company is investing in regional warehouse hubs so inventory sits closer to demand; the suggestion that this cuts transit time and transit damage is analysis rather than part of his statement. SNITCH runs a 60-minute delivery service in Bengaluru and Gurugram using existing stores, and estimates express delivery adds ₹60-120 per order; faster delivery can reduce the window in which a customer changes their mind.

Policy levers need care. A blanket free-returns policy wins conversion but invites abuse. Common middle paths include free returns only on exchanges, a small pickup fee for refunds, a returns cap per customer, and stricter windows for categories prone to seasonal abuse such as festive apparel.

What should a founder check before tightening a returns policy?

Before cutting free returns, model the trade-off. Ask three questions. First, what share of your customers check the return policy before buying, and how many abandon at checkout when they see a fee? Second, what is your return rate by reason code, so you know whether the problem is fit, delivery or buyer behaviour? Third, what is the resale recovery rate on returned stock, and how quickly can it get back on sale?

A common mistake is treating all returns as fraud. Most are genuine fit or delivery failures. Another is measuring returns monthly when the causes are weekly, such as a courier partner with poor address coverage. A third is letting returned stock sit in a warehouse for weeks; the longer it waits, the deeper the markdown.

What it means for Indian retailers

Returns are a permanent cost of selling online in India, but they are controllable. The retailers doing this well treat the returns rate as a product and operations metric, not just a finance one. They publish better product information, validate addresses before dispatch, grade and resell returned stock quickly, and use policy to reward genuine buyers while deterring serial returners. With input costs and inflation widely reported to be pressing on margins, the returns line is one of the few places where a mid-sized Indian retailer can find real money without raising prices.