Direct-to-consumer brands usually reach a point where growth stops being a marketing problem and becomes an operations problem. Orders arrive faster than they can be processed accurately, returns eat margin invisibly, and nobody can say with confidence which products or channels are actually profitable.
We build the technology layer that makes scale manageable — and, just as importantly, makes the economics legible.
Storefront and conversion
Fast catalogue and product pages, search that works on real query patterns including misspellings, and a checkout designed to minimise abandonment: guest checkout, address autocomplete, saved payment methods, shipping and taxes shown early, and a payment mix that treats UPI as primary rather than secondary.
Order operations
As volume grows, order management becomes the bottleneck. We build workflows covering verification and fraud screening, allocation across warehouses or dark stores, batch picking and packing, label generation, manifest handover and exception handling for the orders that inevitably go wrong.
The design goal is that a warehouse operator handles the normal case without decisions, and exceptions are routed to someone equipped to resolve them.
Returns and RTO
For many Indian D2C categories, returns and return-to-origin are the difference between profit and loss. We build return workflows with reason capture, quality inspection on receipt, restocking or write-off decisions, and refund processing with clear customer communication.
On the prevention side: RTO risk scoring based on address quality, buyer history and payment method, COD confirmation before dispatch, and pincode-level performance analysis to inform where COD is offered at all.
Unit economics
Most brands know revenue and few know contribution margin per order. We build reporting that assembles it properly — product cost, payment gateway fees, shipping and reverse shipping, packaging, discount and marketing attribution, returns and RTO losses — surfaced by product, channel and campaign.
This is frequently the single highest-value thing we deliver, because it changes which products and channels get investment.
Subscriptions and retention
For consumable categories we build subscription mechanics: flexible schedules, skip and pause, mandate handling under RBI recurring payment rules, dunning for failed collections, and churn reporting that distinguishes payment failure from genuine cancellation.