Google and Meta are shifting from cash-flow financing to heavy borrowing to fund AI infrastructure. These giants now use debt to build the massive compute clusters required for LLMs. This pivot signals a transition from lean software growth to capital-intensive hardware scaling. Practitioners should expect sustained, aggressive investment in data center capacity.