Rosalind Russell and her husband, theatre producer Frederick Brisson, were hoping to do a straight dramatic version of the story based directly on the memoir by Gypsy Rose Lee, but the book was irrevocably tied up in the rights to the play.
Marni Nixon had dubbed Natalie Wood's singing voice in West Side Story the previous year, but Wood did her own singing in Gypsy.