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 fleet monitoring, route optimisation, and emissions control. In this article, we explore how the