Up until recently UPS somewhat arrogantly refused to deliver to PO Boxes maintained by USPS.
Since many merchants use UPS, those businesses also refuse to ship to PO Boxes, blaming UPS (not always apologetically).
Lately it's gotten easier, with something called "SurePost," that hands off packages from UPS to USPS.
But not always easier:
