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my son started a new job as a data engineer the other day he called me in the middle of the afternoon a little panicked and he never really calls his Downstream users were not very happy the problem they werent getting the data they needed for sensitive reports but little did they know that the issue was not with his team but it was coming from the Upstream system does this sound familiar to you I have heard similar stories many many many times one way to solve this issue is to use data contracts so what is a data contract its an agreement between a data producer and one or many data consumers and they share a data contract so the data contract why we do that its because we want better documentation we want better data quality and we want better slas and why is the ultimate goal of that is to really lower the cost of AI you dont have to retrain your models you get better data in your system so you dont have to garbage in garbage out to do that we follow a standard called open data