Introduction: The Evolving Digital Fitness Landscape Over recent years, the fitness industry has undergone a digital revolution powered by mobile applications that prioritize not only functionality but also user engagement, personalization, and seamless integration. As the smartphone continues to serve as the hub of personal health management, developers are exploring innovative pathways to optimize performance,…