Cloud infrastructure has revolutionized deployment speed, but it has also introduced a financial complexity that traditional cloud cost management strategies struggle to address. With cloud spend projected to grow significantly and waste persisting despite the abundance of visibility tools, the challenge has shifted from simply tracking costs to actively managing them within the engineering lifecycle.