
The silent, automated decisions governing everything from cloud infrastructure scaling to real-time traffic routing are no longer orchestrated by static code but are instead dynamically driven by the very data flowing through an organization’s pipelines. This fundamental re-architecting of production environments has erased the traditional buffer zone that once separated data systems from live operations. For decades, a delayed data










