Software-Defined Networking (SDN) has fundamentally transformed network architecture by decoupling the control plane from the data plane, enabling centralized network management, programmability, and flexibility. This architectural shift simplifies network operations and accelerates service deployment. However, as networks expand in size, complexity, and traffic volume, scalability challenges emerge that can undermine the benefits of SDN.