A battery is a battery now-a-days... They all are typically lead acid and technology hasn't come very far in terms of battery technology.
Look for a high amp-hour rating, and duty life. Can't go too wrong with a good well known name brand either.
bigred318 you may be thinking of capacitors, which are also all about the same in terms of brands.