The Giants and Jets team store is throughout the entire stadium at specific levels and you can get your favorite player's jersey and other memorabilia there. There are foam fingers, signs, posters, sold by individuals as well throughout but are rather expensive. 

The team store is inside the stadium, with some gear that you cant get at Modells, Lids etc. Good gear at good prices!