That Certain Woman is a 1937 American melodramatic film written and directed by Edmund Goulding and starring Bette Davis, Henry Fonda and Anita Louise. It is a remake of Goulding's 1929 film The Trespasser, Gloria Swanson's first sound film.

Anita Louise was an American film and television actress best known for her performances in A Midsummer Night's Dream (1935), The Story of Louis Pasteur (1935), Anthony Adverse (1936), Marie Antoinette (1938), and The Little Princess (1939). She was named as a WAMPAS Baby Star.