My recent data point:
I ordered my refurb Mac mini late last Friday night (well after closing time). I got the shipping notice on Saturday, and it officially shipped via FedEx on Monday. Got here (southern California) on Wednesday. Not too shabby!
I think new stuff tends to ship directly from the factory in China, but that's usually pretty fast too from what I recall. But yeah, it depends on what it is.