The phrases "scatter over," "scatter around," and "scatter on" are all related to the action of scattering objects in different locations. The location is identified by the preposition.
If it's scattered over, you scatter across an area, often without any discernible pattern. If you scatter around, the action is more deliberate, and you take specific areas into consideration when scattering.