"Pizza dude" is the most common name for the pizza delivery guy, who indeed usually does have a peice of crap car. Can also mean, although used less commonly, the entire pizza place itself.
yooo Josh gimme 10 bucks, the pizza dudes here
man, i'm hungry, call the pizza dude