Since the product page does not list the battery size, it is hard to say. Can you give the number off your batteries?
Most often different batteries other than listed will not work. There are differences in thickness, diameter and sometimes voltage.
Almost all Walmart, Walgreen's, Radio Shack and even some dollar stores carry watch batteries. Might be faster to check there first.