If you are comparing two identicle batteries (amp hrs) buy the heaviest one. The key is to have the thickest plates as the internal component. In general terms within a single manufacture, they may have two or three series of batteries. Sometimes the batteries are the same, but just longer warranties with a larger price tag. Regardless of manufacture, buy the battery that has the thickest plates and you will get more drain/recharge cycles out of it.
Also, make sure it is fully charged before storing. Batteries naturally disipate a few milli-amps as they sit. A quality battery will be fully charged at 13.5 to 14.1 volts and should only drop to 11.5 over 4 or 5 months