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Things we measured on real traffic, including the ones that showed our own numbers were wrong.
We checked our cookieless analytics against Google Analytics. One of our numbers was wrong.
Both tools on one real site for a week. The numbers looked wildly apart, and only one of the three reasons was anybody's fault — ours.