Unlike a single shared warehouse, every shop in a distributed inventory network stays fully independent: its own storefront, stock, pricing and customer relationship. A neutral layer in the middle knows which products across the network are the same, and where each is available to ship, and routes orders accordingly.
It is not a marketplace (the customer never sees another brand) and not dropshipping (the stock is real and already exists). It simply lets shops quietly back each other up.