Recent advances in spatial data technologies have greatly increased the quantum of data available for geographic information systems (GIS), creating new opportunities as well as data management challenges for asset-centric industries. This POV examines the issues involved as well as the benefits of using digital technologies to automatically extract feature data from GIS data sources.