Most if not all my affiliate businesses start this way, the domain purchase first, putting up either a full site or a mini site with affiliate links and some promotion. Usually with the view of just covering the domain cost, some then take off others struggle to make me the £6 reg fee...
Affiliate marketing, not a physical shop but still my part time business.