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I want to come back to a topic we were touching on in the first panel two which is this idea of producers consumers um Matthias one of the things we were talking about how do you incentivize producers to care how they affect a data and analytics ecosystem and I think part of this was around buzzword like data contracts these days I mean thats a mechanism to document and potentially enforce that but ultimately if Im a developer that needs to push a business critical application in production I dont really care if I get an impact analysis in my pull requests like for data Downstream like I need to make this change so like what is the incentive or or how do you bridge that Gap do you have those conversations when youre you know going in and talking about snowflakes yeah certainly certainly that comes up in in conversations with clients who are looking at these uh these things so I think there are multiple things and there are multiple different types of incentives here that that can w
