What Ammo Should You Put In That Snub Nose 357 Magnum?

357 Magnum Snub Nose revolvers offer power as well as options for ammunition namely 38 Special or .357 Magnum loads. What should you put in there and why? As far as I am concerned, you need to hit the target to be of any use.