Acacia acellerata is a shrub of the genus Acacia and the subgenus Plurinerves. It is native to an area in the Great Southern region of Western Australia. The rigid spreading domed shrub typically grows to a height of 0.15 to 0.7 metres (0.5 to 2.3 ft). It blooms from September to October and produces yellow flowers.