In desert areas or where there's a scarcity of water, some people make use of solar water stills. This technique is also used by the military when they have to be in such areas and cannot find other natural sources of water.
So, how do you make a solar still? It's very simple and cheap. Get a transparent sheet of plastic, about 4 x 6 feet. Now, dig up a hole / pit in the ground, about 3 x 5 feet and about 1 foot deep. Place a cup, mug or any vessel at the center of this hole. Cover the hole with the clear plastic sheet and place some weight on all sides of the sheet to make it air tight. You could place mud that you dug up from the ground, stones or anything similar that is available for the purpose.