Moss was born as Elisabeth Singleton Moss in Los Angeles, California, to Ron and Linda Moss. Both of her parents are musicians. She belongs to English, Swedish and German descent and has a younger brother, Derek Moss. She was previously married to Fred Armisen from to Body Measurements Table.