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welcome everyone and thank you for joining day four at coalesc 2021 my name is amala cheberia and iamp;#39;m on the community team at dbt labs iamp;#39;m thrilled to be hosting todayamp;#39;s session modeling event data at scale presented by paul blucock paul is the head of engineering of data engine at snowplow paul spends a lot of time thinking about oss data ethics and privacy in his spare time he can be found watching formula one on the weekend or out on long walks with his dog in the english countryside in this 30 minute session paul will explore the common challenges companies face when modeling hundreds of millions or even billions of events and how to solve them heamp;#39;ll discuss the differences between the cloud data warehouses as well as instrumentalization performance tuning and testing before we jump into things some recommendations for making the best out of this session all chat conversation is taking place in the coalesc snowplow channel of dbc slack if youamp;#3