Isn't it still cheaper and easier to dispatch a bike messenger from that small warehouse instead of a drone?
Get the package to the drop off point in 30-60 minutes by quad-copter. Get the package from there by bike in 30-60 minutes. There would be uncertainty based on the availability of human messengers, but routes and delivery times can be estimated/calculated by computer. "Estimated delivery in 79 minutes. Click yes?"