Knowledge graphs are a powerful tool for integrating and making sense of data - but the current state of most organizations is addressing more basic issues of data cataloging and governance. We'll discuss how our customers Deloitte, Mirum, and the Associated Press are using graphs (often without really knowing it!) to achieve agile data management. And we will present our approach for using graphs to address these immediate problems, and then iteratively connect and curate those graphs into a cohesive knowledge graph over time.