Knowledge graphs are one of the tech buzz words that have come to dominate the industry in recent years. But what is the value of a knowledge graph and more importantly how does one build a knowledge graph with existing data? This presentation will describe the steps OCLC took to architect and design a graph based infrastructure, develop a new data model (ontology), and process existing data to produce a knowledge graph that will help power future applications and services.