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The textile and apparel industry is characterized by fast changes in customer demand and large seasonal impacts on products, which makes supplier selection more difficult. Textile and apparel enterprises should not only maximize their own economic interests, but also pay attention to humanistic care and ecological concepts due to the pressure from the public and the ecological environment. This study addresses the problem of sustainable development in textile and garment industry. A sustainable supplier selection research system, including quality, cost, flexibility, delivery, corporate social responsibility (CSR), and environmental management, was developed. A fashion apparel company was used as a specific case to support the study. The multi-attribute decision method PROMETHEE is used to evaluate supplier performance. The proposed sustainable framework can deal with the problem of supplier selection in textile and apparel industry effectively.