The Ghostriders joined the KIJHL in 2004 as an expansion team, after they played junior 'A' in the RMJHL from 1991–99; the AWHL from 1999-2003; and the NAHL in 2003-04. In its RMJHL history, the team has won one division playoff title as a member of the Kootenay Division from 1991-1996. In its AWHL history, the Ghostriders have won the Bourne Cup once, in 1999. In its KIJHL history, the team has won the KIJHL Championship twice, in 2007 and 2008. They won two division playoff titles as a member of the Eddie Mountain Division from 2004-2007, one playoff title as a member of the Eastern Division of the Neil Murdoch Conference from 2007-2008 and four consecutive playoff titles as a member of the Eddie Mountain Division from 2008-2012; one conference playoff title as a member of the Kootenay Conference from 2007-2012.