I don't know about the Bay Area, but there's a huge Amazon distribution facility just outside of Indianapolis so I'm guessing there are similar facilities in/near each of the cities they're launching in.
Considering the variety of items I can get delivered same day there must be a large distribution facility nearby. But maybe not near enough to support this (most same day deliveries come around 8pm for me)