The FOODIE project is focused on building an open and interoperable agricultural specialized platform on the cloud for the management, discovery and large-scale integration of data relevant for farming production. The FOODIE ontology is an INSPIRE-based vocabulary for the publication of Agricultural Linked Data. The ontology provides a semantic representation of the FOODIE core data model, which was specified in UML by extending and specializing the INSPIRE data model for Agricultural and Aquaculture Facilities (AF), which is in turn based on the ISO/OGC standards for geographical information.