Dan Stamper played guitar on the first two Scatterbox releases Run Faster, Jump Higher, and Lipstick Stains and Shotgun Shells.

Shortly after the release of Lipstick Stains..., Stamper left the band, and was replaced by (at the time) American Zero and Moral Crux guitarist Jared Brown.

As of 2019, the band's lineup consists of the White brothers, Rozell and Cogburn as a four piece, and are in the process of writing new material for a new album with a release date to be determined.

Scatterbox has appeared on many compilations with bands such as DEK, The Dillinger Escape Plan, Against All Authority, Morrissey, Citizen Fish, MDC, Destruction Made Simple, The Dresden Dolls, and others.

In 2006, the song "Sensitive" from the 2003 album Infection III was used in the soundtrack of Poultrygeist: Night of the Chicken Dead from Troma Entertainment alongside the likes of The Dwarves, The Nihilistics, and Thee Obscene.

The band went on a lengthy hiatus for over a year for personal reasons before getting back together and moving forward with more recording, touring, and one-off shows.