"Large Marge" was written by Ian Maxtone-Graham. Jim Reardon is the director of the episode. Adam West and Burt Ward are voice actors for the television show "Batman". They are guest stars in the episode as the characters they voice act in the show. Baha Men made a parody of their song "Who Let the Dogs Out?" for the episode.