
Amazon is fundamentally changing its hardware procurement strategy, spending billions of dollars to secure Nvidia graphics processing units before its data centers have sufficient power to operate them.
The cloud computing giant has introduced a new early rack acceptance program, under which it plans to take advance delivery of approximately $5 billion worth of Nvidia GB300 server racks at facilities in the United States, followed by roughly $3 billion in additional hardware each month for the foreseeable future.
This aggressive stockpiling strategy highlights the unconventional measures hyperscale cloud providers are taking to secure scarce AI chips amid severe constraints on electricity grid capacity. As several Amazon Web Services sites lack the power capacity needed to run the servers, fully assembled equipment is being temporarily stored in staging warehouses operated by financial intermediaries. Some of this hardware remains idle, earning it the label “dark GPUs.”

This shift in procurement practices carries significant financial implications for the world’s largest cloud service provider. Previously, Amazon would only take ownership of server racks and recognize the associated costs once they arrived at operational data centers. Accepting delivery earlier now means substantial amounts of capital will be tied up in equipment that has yet to generate cloud rental revenue, putting immediate pressure on the company’s liquidity.
Behind this capital-intensive strategy is the unprecedented strain that Amazon’s massive AI infrastructure buildout is placing on its financial resources. The company expects capital expenditure to reach approximately $220 billion this year, exceeding that of its major technology peers. This spending also pushed its free cash flow into negative territory last quarter for the first time since 2023.
Despite mounting cash flow pressure and tightening conditions in credit markets for data center financing, Amazon continues to view taking inventory early as a necessary strategic trade-off to prevent competitors from securing the hardware first.
Market Commentary:
Amazon describes this stockpiling process as a standard business best practice, intended to ensure that equipment can be installed and deployed quickly once power capacity becomes available. The company has also denied internal claims that the timeline for bringing the facilities online remains uncertain.
