I would say ebay, as well. I would love to have an arcade game.
A lot of the old ones are owned by people that supply bars/bowling alleys, etc with games. They probably sit in storage collecting dust. A lot of them were, also, gutted. I miss a lot of the good old games, that only cost $.25 to play.