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Knowledge can be mined to make new knowledge, and rules which can be organized and presented for decision making. Data and knowledge coming from heterogeneous sources and formats are required to be efficiently extracted, transformed and stored for decision making. The information about different architecture and tools available in the literature could not handle extraction, transformation and storing heterogeneous data or knowledge completely, which are acquired from different sources. The proposed method provides qualitative approach for enhancing the existing conceptual model for knowledge processing to do transformation. Modified knowledge management process will transform the heterogeneous data in to a uniform format; it can be further integrated in expert warehouse concept.