This paper is concerned with the integration of ontology engineering and the process of knowledge discovery in databases (KDD).It presents a hybrid life, Ontology Driven Knowledge Discovery process and methodology – ODKD, which leverages both ontology engineering and KDD taking in consideration the best industry and research practices. A brief application of the life cycle is described at the end of the paper.