How to Build a Supply Chain Disruption Early Warning System
python
dev.to
Supply chain disruptions cost businesses billions. Port closures, factory shutdowns, shipping delays — early detection means early response. Here's how to build an automated monitoring system that scrapes supply chain signals from public sources. Data Sources for Supply Chain Intelligence Maritime tracking: Port congestion data, vessel positions News monitoring: Factory closures, labor strikes, natural disasters Government data: Import/export statistics, trade restrictions Socia