The reason behind the frequent absence of Scootaloo's parents is written in the journal of a mysterious creature. Her parents abused and tortured her, and this immortal being did not take too kindly to such evils.
"We're a broken species... All we know is anger and murder. We kill, and kill, and kill, until there's nothing left but our hatred and a barren wasteland."