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Rendezvous with Annie was director Allan Dwan's first film for Republic. Faye Marlowe was borrowed from Twentieth Century-Fox for this film. Although the official billing sheet lists music by Nathan G. Scott, the screen credits credit Joseph Dubin; the extent of Scott's contribution to the final film has not been confirmed. Hollywood Reporter news items note that some scenes were shot on location at the Long Beach Army Airfield and at the Metropolitan Airport in Van Nuys. In 1953, this film was re-edited and released under the name Corporal Dolan Goes AWOL.