The global shipping sector is undergoing a rapid transformation driven by digital innovation, environmental regulations, and real-time data technology. Ship tracking, powered by AIS (Automatic Identification System), has become indispensable for logistics, port management, and maritime safety.In this article, we explore how the integration of AIS t