Incredibly, six different versions of this film were shot simultaneously: (1) a 70mm version in the Grandeur process for exhibition in the biggest movie palaces, (2) a standard 35mm version for general release, (3) a 35mm alternate French-language version La piste des géants (1931)', (4) a 35mm alternate Spanish-language version La gran jornada (1931), (5) a 35mm alternate German-language version Die große Fahrt (1931), and (6) a 35mm alternate Italian-language version Il grande sentiero (1931). The four alternate-language versions were shot with (mostly) different casts.
Gary Cooper originally was offered the role of Breck Coleman and wanted it, but he was under contract to Paramount Pictures, which refused to loan him out. The role eventually was given to John Wayne.
John Wayne's first major movie role. Raoul Walsh was having trouble casting the movie when he saw Wayne taking furniture off a truck. Wayne worked for the studio in the prop department.
Seven people died whilst filming this movie. Many of the things seen - e.g., the rain and the wagon falling - were not planned, so that is likely when the incidents happen.