Alphabet's capital expenditure is projected to reach between $175 billion and $185 billion by 2026. Google Cloud maintains a backlog of $240 billion, justifying aggressive infrastructure investments. Vertical integration through custom TPUs enables significant cost savings and margin improvements in AI delivery.