I do pretty much the same thing as WmCC, with folded cotton rags to take off the excess lube. I'm using RCBS lube on a pad, the old-fashioned way, after having "learning disorders" with spray lubes.
As I'm resizing/depriming/repriming at station 1 in my press, I don't put the reprimed brass in water...