Usually, if you should manage to kill something that flies over water, it doesn't drop anything, which is bad enough.

Probably worse is when it does drop, but there's no way to get it. Blaine the ThrowBarb took out a Stygian Harlot, who dropped some gold onto the ice, just to spite him.