users to see and analyze data in a spatial, map-based format. MapBI is designed for applications such as smart cities, infrastructure, environmental monitoring, and large property management, where multiple data sources like sensors, databases, and operational systems need to be integrated. By bringing everything into one unified view, the platform helps teams break down data silos, improve collaboration, and make faster, more informed decisions based on real-time information.