Common challenges in remote IoT device access include security vulnerabilities, network reliability issues, and the complexity of managing a large number of devices across different locations. Splashtop addresses these challenges by providing a secure, scalable, and user-friendly platform that simplifies the management and control of IoT devices remotely.