In the recent past, rapidly increasing demands on water resources as a result of growing populations and increased industrial and agricultural development have put many river basins under stress all over Africa. Semi-arid to hyper-arid climates in southern Africa lead to a very high natural spatial and temporal variability in the availability of water resources.