I actually found
this shop selling the batteries. They do have a hefty price on it so I do wonder if I could make do with a smaller capacity, like
this 1500mAh one for a different model, or is it incompatable? The Inkpad Color's battery does seem to have five wires coming out of it while that smaller capacity one only has two, so I'm guessing it won't work.