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well hey everyone Iamp;#39;m uh my name is Chris Crow Iamp;#39;m joined here by stepen Atwell and really really happy to be here um today Iamp;#39;m going to be chatting a little bit about with a live demonstration because you know I wasnamp;#39;t stressed out enough so I figured why not um you know add a live demo while connected to my cell phone in front of everybody but here to talk about adding data Integrity tests um as part of CD pipelines so and this really I mean this really came started as I guess a thought experiment um but Steven and I because stepen in a previous company you um had a need for something like this and I I always flub it every time I try to explain it yeah so at a at a prior company uh we we were a bi startup so you know all of our product is reporting in analytics and the test that found the most critical bugs wound up being a test where we basically stood up a copy of the customer on both the Old and the new version and compared like all the numbers in t