Most of the episode was filmed in Lancaster, California, but according to Bill Hader it is not intended to stand in for any specific location and takes place, "somewhere in that part of the country out in the middle of nowhere."
The voice on the "Mega Girls 4" and "Larry Chowder: The Magical Boy" billboards on the Warner Bros lot is Bill Hader's.