The opening narration is read by famous New York columnist Walter Winchell. Winchell was the basis for Damon Runyon's character Waldo Winchester.
A theater marquee for the The Marx Brothers' A Night at the Opera (1935) can be seen when Sorrowful is riding Dreamy Joe down Broadway. This places the events of the movie in 1935.