Read "The Perfect Store" (2003), which is about eBay. No inventory. No shipping. No credit risk. Just a cut of each sale.
It's hardly the best business ever though. Dropshipping only works well in a low-competition world, but since its barrier to entry is so low (all you need is an instagram account) you can be assured that competition will pop up very quickly and all your profit will be competed away.