Range is all about how much 'power' your battery can carry, like a cars gas tank.
The higher the voltage, the more cells the pack has, hence it's size.
The Amps depends on how much each cell can put out.
48V 1KW 25-30AH LI is a manageable size to give you some real power.
~$1200.
I build...