Small and efficient can work very well if you have a niche and know what you're doing. I have several clients that do exactly this and kick butt in the marketplace. And, ironically, they all sell through Amazon with better prices and service. (One of my hottest product/services is Amazon integration for small retailers. They take 15%, but the orders just keep flowing in...)