 The study presents a modified low-cost approach that uses spectral angle mapper and image difference algorithms to enhance classification maps for monitoring and analyzing land use, land cover change in Dubai from 2000 to 2015. The approach was modified by collecting training samples, applying filters, sieving classes, and clumping classes. The results showed that built-up area increased by 233.721 square kilometers between 2000 and 2005 and net vegetation area losses were more pronounced from 2000 to 2005 than from 2010 to 2015. The study aims to assist urban planners, decision makers, and research institutes in monitoring land use, land cover changes. This article was authored by Sami Ismail El-Madi, and Mohamed Mustafa Mohamed.