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A data engineer's son faced issues with downstream users not receiving necessary data, traced the problem to the upstream system. Data contracts between producers and consumers ensure better documentation, data quality, and SLAs. The ultimate goal is to lower AI costs and improve data systems without retraining models. Following the open data standard helps achieve this.