Hi Jeremy Great Article, I have recently been playing with DQS and like you found the same drawbacks, additionally I found it fustrating that you can't update the DQS knowledge base automatically as there is no API or staging tables in DQS so you manually have to update the KB through the DQS client :-( Caralyn