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Providing automatic integration solutions is the key to the success of applications managing massive amounts of data. Two main problems stand out in the major studies: To tackle the first problem, formal ontologies are used to explicit the semantic of data. The reconciliation problem consists in deciding whether different identifiers refer to the same instance. Two main trends emerge in the reconciliation process: In this paper, we propose a methodology integrating sources referencing shared domain ontology enriched with functional dependencies The presence of