Large-scale software systems often experience architectural degradation, affecting maintainability, scalability, and quality. To investigate this, we conducted focus groups with senior practitioners across three large organizations. Our analysis revealed four core challenge areas: managing dependencies, ownership and organizational barriers, balancing agility with stability and cost, as well as documentation drift. These findings offer practical insights for mitigating architectural degradation in complex environments.