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hello everyone welcome to another session on structured streaming and if youre looking to learn about how to architect structure streaming right you are in the right place we have TD hes an apache spark emitter and a member of the PMC hes the lead developer behind spark streaming and currently develops structured streaming previously he was a grad student at UC Berkeley and I am plop where he conducted research about data-centric frameworks and networks with Scotts concur and young Stryker please welcome TD thank you very much so people are still coming in but nonetheless we can start I guess so before I start let me take a quick poll in the room on how many people are not familiar with structured streaming please raise your hand quite a few Im glad that I took put a five-minute introduction on what youre assuming is so now okay lets start so structure streaming at a very high level is a distributed stream processing framework built on top of the spark sequel engine so the same