Though it's a fictional city that Baretta works in, during the opening heist a famous cult movie bar is seen that would be used by director Walter Hill, called Torchy's, which was located at 218 W. 5th Street, Los Angeles.
Like the episode "On The Road" from Season Two, this is one of the few rural episodes that goes into the country outside the usual urban city setting.