The issues of water conservation and water scarcity have recently grabbed the media spotlight. The drought in California has been well documented and now better understandings of the challenges ahead are being obtained from new techniques using satellite data. Other places that seemingly have plenty of water such as Puerto Rico are also experiencing significant drought events that have resulted in extended periods of water rationing.