Halfords sell them, I can't remember how much but they are relatively expensive ~£3.
A good place to buy them, if you can wait until the weekend, is a Car Boot Sale. If you go this route you should try to avoid the cheaper Chinese batteries and stick to Duracell or a Japanese make.