This document discusses how open source tools can be used to build location intelligence applications and turn big data into actionable information. It provides an overview of commercial vs open source GIS software, describes how to architect applications using open standards like PostGIS, GeoServer and OpenLayers, and how ontologies and metadata can enhance semantic interoperability and spatial reasoning. Upcoming products from TerraFrame that will integrate these open source tools are also highlighted.