In 2001, Goldstein's debut novel, Lenny Bruce Is Dead, was published by Coach House Books. Goldstein also co-authored Schmelvis: In Search of Elvis Presley's Jewish Roots with Max Wallace, an account of a Hasidic Elvis impersonator and rabbi's quest to trace the Jewish roots of Elvis Presley. Goldstein has also been published in The New York Times Magazine, Saturday Night, The New York Times, The Walrus, GQ, the Journey Prize Anthology and the National Post. He has also self-produced a number of small publications, most notably carwash the size of a peach.