I agree, I think denormalizatuon is one of those things you do after trying to rewrite the query. After all, if you can get the optimiser to choose a different access plan that's quicker by rewriting the query to be more efficient, then you're better off overall. There's costs to denormalization too... Not to mention you need to ensure that your application code writes correctly.