Millions of businesses operate this way already. There's no way around it if you have physical inventory. And unlike with cloud services, getting more physical inventory after you've run out can take days, and keeping more inventory than you need can get expensive. Yet they manage to survive.

And cloud is really more scary. You have nearly unlimited liability and are at the mercy of the cloud service forgiving your debt if something goes wrong.