Stir Shaken, a revolutionary framework aimed at authenticating caller IDs and countering fraudulent calls, encounters challenges related to scalability in its implementation across diverse telecommunication networks. Exploring these issues and potential solutions sheds light on overcoming scalability hurdles and ensuring the widespread and efficient adoption of Stir Shaken.