Semiconductor scaling refers to the process of shrinking the size of semiconductor devices to increase performance, reduce power consumption, and lower costs, following trends like Moore's Law. As devices scale down, challenges such as increased leakage currents and quantum effects become significant, necessitating innovations in materials and design architectures.