Real-time supply chain visibility has shifted from being a competitive advantage to a minimum operating requirement for global logistics. Port congestion, volatile freight rates, equipment shortages, and changing regulations all propagate rapidly through supply chains, affecting cost, service levels, and resilience. The most scalable way to obtain these signals at sufficient breadth and granularity is through web scraping of ports, carriers, freight platforms, and related logistics data sources.