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[Music] by popular demand this weeks streaming audio is all about schemas and schema evolution because Ive heard a lot of people asking for guidance on how you manage data long term as the shape of it changes as the schema of your data involves so in this podcast weve brought in one of our experts someone with a lot of experience in the field to go through it all from from the simple early stuff like why you want to define a schema and what format you should choose for it and should you choose the same format for the whole company all the way up to the really juicy problems like once youve got a topic with years worth of data in it how do you migrate that schema without downtime the expert we have in question is Abraham layout is this weeks guest and hes one of our customer success technical architects and he spends most of his working time diagnosing schema problems and solving them and hes picked up some interesting ideas from the best developers out there too so weve done ou