Many of the lines in the film are taken word for word from the book of the same title.
Melanie Griffith was originally slated to play Lily, but she became pregnant and had to pass on the part.
The studio wanted Martin Scorsese to direct the film himself, but he personally chose Stephen Frears to do the job while Scorsese stayed on as producer.
Myra is seen working a con at the offices of Coe, Stark, Fellowes & Associates. Tucker Coe and Richard Stark are two pseudonyms used by screenwriter and novelist Donald E. Westlake.
John Cusack was a big fan of the book and tried to option the rights when he was still in high school.