If you made A/B test, found significant result, implemented to production and see no real improvement - you just suffered from "imaginary uplift". In this presentation I explain why this is happening (and so often!) and what do to about it. From my talk on Web Analytics Wednesdays Singapore (analyticsmaturity.com) Post with source code for all experiments coming on www.novozhilov.co