The selection of sustainable suppliers is one of the crucial things that industries have to do in acquire sustainability into their whole business process. This research is aimed to develop a framework for selecting a sustainable supplier by integrating quality management tools, fuzzy techniques, and MCDM method. Kano Model used to identify the critical sustainability criteria by clustering processes, Fuzzy Analytical Hierarchy Process applied to determine the weight of each criterion, and Decision Matrix Method used to select the most sustainable supplier among several alternatives. Afterward, the proposed framework is implemented to one of palm oil industries in Indonesia to validate that framework is applicable and useful. The result shows that the framework is valid and can be a reference for a supplier to improve its performance.