This article details LinkedIn's efforts to upgrade its Static Application Security Testing (SAST) capabilities. It covers the challenges faced with legacy systems, the design principles guiding the modernization, and the implementation of a new GitHub Actions-based workflow to enhance security without disrupting developer productivity.