From Wired:

Fraudsters rack up millions of dollars in merchandise using fake credit cards with legit numbers hacked off the Internet. Detective Bob Watts of Newport Beach PD shows how it’s done.

That takes a lot of cash to get up and running, my guess is that you can buy it all online with stolen credit card numbers.