Steel slag concrete-filled stainless steel tube (SSC-FSST), a novel sustainable configuration of composite columns, is developed in this study to simultaneously address durability and waste utilization challenges. It achieved an improvement of conventional concrete-filled steel tubes, as well as the durability and aesthetic qualities of structural components through the use of industrial by-products and corrosion-resistant materials for sustainable development.