Iron fans wishing to watch the match at Glanford Park on Saturday January 21 can buy tickets from Monday Jan 9 if they are a member of the club's loyalty scheme.
Tickets will go on general sale from Wednesday 11.
Back in September an eight-game unbeaten streak was ended with a 3-1 loss at Rovers in the League, with Bully Sharp getting Scunthorpe's consolation strike.
The club have also clarified the kick-off time for the visit of Huddersfield on Tuesday January 10.
The match, which was due to be played this weekend but was moved due to both sides' FA cup commitments, will start at 7.45pm.