Researching water sources is one of the first things I do when planning. It lets you know how much you have to carry.

A friend once hiked from Death Valley to the top of Whitney. He spent days before the actual trip putting water caches in place, and they hiked in the desert at night instead of through the day. Pre-planning and knowing what they faced = success.