The MODIS data available at three levels of spatial resolutions (1000m, 500m and 250m) and in this research we will use 8-day 250 and 500-meter atmospheric corrected reflectance products for 12 years (2000 through 2012). These composite images will be pre-processed again to remove any cloud pixels using the MODIS cloud mask data. The 250 and 500-meter
MODIS data acquired at 7 wavelength bands are suitable of extracting moisture information employing NDVI and NDWI tools for the MENA region.