You've probably been ordering popular items, which amazon will usually have stocked up in their nearby distribution center.
FWIU amazon doesn't pay per package. They negotiate a set amount for as many packages as they want to ship. For example, Amazon gives UPS $5mm in the beginning of the year, which in turn buys them the rights to ship as many packages as they want. (didn't really word that right, but you get the point) CMIIW.
I guess. They all ship from SE PA.