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all right uh good morning everyone I think we have taken our due time to get started so letamp;#39;s just get started um so today in this session I will be talking about scaling row level deletions um Iamp;#39;ll talk about in general uh the trend that in in the industry but uh very specifically our uh focus on how we do that at Pinterest um hereamp;#39;s our short and sweet agenda and data world you canamp;#39;t talk about scaling things unless you prove your credibility and in data we prove our credibility by talking about scale at which we operate so Iamp;#39;ll start with uh talking about data scale at Pinterest um Iamp;#39;ll then talk about table format evalu Evolution that we went through at Pinterest and uh it also aligns with like what we have seen in the industry level data deletion is where weamp;#39;ll be spending most of our uh time today and towards the end definitely there will be ample opportunity for you all to ask any questions but first letamp;#39;s talk abou