Fashion D2C in India
Fashion in India comes with unique RTO, sizing, COD, and return challenges. Here is what international brands often miss when entering the market.
Fashion is one of the biggest D2C categories in India, and one of the hardest
Apparel and footwear consistently rank among the largest categories in Indian e-commerce, which is exactly why so many international fashion brands treat India as an obvious next market. The demand is real. But fashion also carries the highest operational complexity of any major D2C category, because it combines high return rates, heavy reliance on cash on delivery, and sizing expectations that do not map cleanly from western markets.
Brands that succeed in India tend to plan for this complexity from day one rather than discovering it after a few months of disappointing unit economics. Brands that treat India like an incremental market, using the same sizing charts, the same payment assumptions, and the same fulfilment approach as their home market, tend to get surprised by how different the numbers look once real order volume starts flowing.
Sizing is the first thing international brands get wrong
Indian body sizing and international sizing standards do not align neatly, and Indian consumers are used to seeing size charts converted into local reference points rather than a generic small, medium, or large. Brands that simply relabel their home market sizing without adapting the chart for Indian buyers see a meaningful share of returns driven purely by fit, not product dissatisfaction.
The fix is straightforward but often skipped: publish a clear, India specific size guide with measurements in centimeters, and where possible reference familiar comparison points. This alone reduces one of the largest controllable drivers of returns in the category.
COD and RTO define the economics of fashion D2C
Cash on delivery is unusually dominant in fashion compared to most other D2C categories, because customers want to see and try a garment before paying for it. That is rational buyer behavior, but it also means a meaningful share of fashion orders are refused at the doorstep, especially when sizing or expectations do not match. Return to origin, or RTO, commonly runs higher in apparel than in almost any other product type when it is not actively managed.
This is not a reason to avoid COD. Removing it usually costs more in lost conversion than it saves in reduced returns, since many Indian shoppers simply will not complete a prepaid order from an unfamiliar brand. The better lever is managing non-delivery reports proactively, confirming orders before dispatch where risk signals are high, and routing through carriers with strong track records in the destination pincode.
Reverse logistics needs to be built in, not bolted on
Given how central returns are to the category, the speed and accuracy of processing them back into sellable inventory has a direct effect on cash flow and available stock. A returned garment that sits unprocessed for two weeks is effectively dead inventory during peak selling periods. Fast quality checks on returned items, and getting resellable stock back onto the shelf quickly, matters more in fashion than in almost any other category.
International brands that plan for this from the start, rather than treating returns as an operational afterthought, tend to stabilize their India numbers faster. That includes budgeting for RTO as a normal cost of doing business in the category rather than an exception to fix later.
Getting the fundamentals right before scaling
Fashion D2C in India rewards brands that get the unglamorous fundamentals right: an India specific size guide, a payment mix that includes COD without ignoring digital options, and a returns process fast enough to keep inventory turning. Get those in place first, and the category's scale becomes an advantage rather than a source of margin leakage.
This is also where good NDR management and carrier routing from a fulfilment partner make a measurable difference, since reducing RTO by even a few points changes the economics of the entire category. CPKfulfill's returns processing and carrier routing are built with exactly this kind of high RTO category in mind.
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