Waste management and disposal issues one way or another need to be resolved correctly. Today, every developing country is facing the very common question of finding the best suitable site for a landfill. Relying on the technical factors alone would not solve the problem, but the best suitable sites for landfill need to consider the Not-In-My-Backyard (NIMBY) policy in resisting the pressure from unwanted development within the neighborhood or town. Therefore, the main objective of this paper is to propose a sustainable approach in finding and determining the best landfill site using GIS. A spatial analytical study is presented by applying various criteria derived from several types of spatial data available in the search for the most suitable landfill site in three (3) districts of Kuala Muda, Kulim and Baling, in Kedah. The results of the analysis have not only satisfied the technical factors but have also put into consideration the public opposition to the NIMBY issues.

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