The pharmaceutical manufacturing industry faces significant challenges in integrating diverse data sources due to multi-generational equipment, varied technology stacks, and fragmented communication protocols. These challenges hinder scalability, increase technical effort, and limit the adoption of advanced analytics and AI-driven solutions. This paper introduces the Factory Integration Layer (FIL), a scalable, event-driven pl...