[Purpose] This study elaborated on the evolution of yoga clothing design from a functional equipment to a lifestyle symbol, and pointed out the core challenge in balancing functionality and fashion effectively. [Method] Three innovative design paths were proposed, focusing on "visual symbol design" "cultural symbol translation" and "scene adaptation", to drive the reconstruction of yoga clothing design.[Result] Through cases studies of yoga clothing design and the application of modular design methods, the effectiveness of these paths in achieving cross-scenario application and meeting diversified needs was verified.[Conclusion] A design paradigm based on "relying on scenes, expressing through symbols, and supporting with technology" is constructed. This not only provides theoretical guidance for the innovation of the yoga clothing industry, but also opens up an evolutionary path for its sustainable development that is compatible with multi-scenario adaptation and market value.