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much thanks yeah so hi my name is greg mcnutt iamp;#39;m a technical director at pure storage been there a little over five years in garb my name is gaurav jan iamp;#39;ve been with pure force about seven years and just an engineer not a director like anyway uh for those of you donamp;#39;t know what pure storage is uh we sell uh storage appliances some of them get quite large and uh and this talk is really about what we do inside in our engineering group so when weamp;#39;re working on improvements to this product uh we have this thing iamp;#39;m gonna talk about this code factory which is you know shipping the code and verifying it and so while weamp;#39;re doing that weamp;#39;ve got quite a large scale and so this is really a talk about how we use uh spark and data bricks to uh to kind of make the system more efficient so so we have this problem in and it is anybody thatamp;#39;s any done construction of code and try to verify it and ship it out in many many releases have a