THE PROBLEM
Different teams needed different views of the same AWS spend. Finance needed budget confidence, cloud teams needed resource-level detail, and procurement needed information that could support commercial and planning decisions. Raw billing data alone did not give them a shared way to detect, explain, and act on cost risk.