The Iron will play Preston North End next season after their League One play-off semi-final exit at the hands of Rotherham United.
The Millers defeated the Lilywhites 3-1 in their play-off semi-final second leg to clinch a 4-1 victory on aggregate and set up a final against Leyton Orient at Wembley Stadium a week on Sunday.