Panjiva maps the network of global trade using 1.5 billion shipping records sourced from 15+ governments around the world. Using a combination of entity extraction/resolution and domain expertise, the graph provides unprecedented insight into global supply chain (and corporate) activity. This talk will focus on methodologies for analyzing and resolving international data, particularly across languages and character sets.