03/06/2026
Your warehouse is probably in the wrong city. Not because you chose badly. Because you chose early. Most Indian D2C brands set up their first warehouse where their founders lived, where their manufacturer was, or where their first big order came from. Made sense at the time.
The problem is, customer demand patterns in India shift fast. Shipping can consume 20 to 30 percent of order value for D2C brands and that number climbs every time an order travels an extra zone because the warehouse is optimised for where your customers were, not where they are.
RTO rates for Indian ecommerce shipments run at 20 to 30 percent for certain categories and a failed delivery isn't just a reverse logistics charge. It's the lost margin, the working capital stuck in transit, the customer who doesn't come back.
The brands pulling ahead aren't just shipping faster. They're asking a different question: where should our inventory actually be, based on where orders are coming from right now?
Spatial demand data answers that. Zone-level order density, delivery time by pincode, RTO rates by geography, layered together, they tell you exactly where your next warehouse should be before you feel the pain of not having it there.
Your fulfillment network should follow your customers. Not your founding story. Which city surprised you most with order volume when you first started shipping nationally?