At least with a credit card and a no-show item or bogus purchase, all it takes is a call to the bank and it's all sorted. Transaction denied, no need to pay.
Imagine getting a genuine lottery win and then being told you're being investigated because you live next to a guy who once serviced the (alleged) perp's car...