The client’s requirement was focused on real-time machinery monitoring, predictive maintenance, integration with existing IoT devices and PLCs, and a centralized dashboard for performance metrics. The goal was to reduce unplanned downtime, enhance operational efficiency, and support data-driven decision-making in the smart factory ecosystem.