I can look at a tool store catalogue right now, and for a 18V 4Ah lithium battery the cheapest brand is half the cost of the most expensive brand. In that case, factors like retail availability are identical - but the price difference persists.
It's pretty well known that power tool buyers have to watch out for battery prices.