The difference is Beane cannot sign anyone to that kind of money. Rogers has a bigger and deeper pocket book which allows JP to throw more money around.
And in case you haven't noticed, the A's are far from perfect. They cannot score any runs, don't like at todays score

, all they can do is pitch, pitch, and pitch some more.