This document discusses optimizing supply chains with Neo4j graph databases. It notes that supply chains have complex relationships that are naturally modeled as graphs. It promotes Neo4j's graph database, tools, and algorithms for building digital twins of supply chains for purposes like visibility, optimization, and calculating scope 3 carbon emissions. Examples are given of companies using Neo4j for supply chain applications like routing, asset management, and equipment maintenance.