Illustration for: AWS to Deploy 2 Million More Nvidia GPUs by 2028

AWS to Deploy 2 Million More Nvidia GPUs by 2028

Amazon Web Services and Nvidia are expanding their infrastructure partnership to add 2 million more GPUs by 2028, as Amazon raises its 2026 capital-expenditure forecast to roughly $220 billion.

By the Numbers

2 million
New GPUs (2027-28)
~$220B
2026 capex forecast
~$200B
Prior capex forecast
$287 to mid-$250s
Stock move
Nvidia
Partner
TC
By the Markets Desk
Edited by Trace Cohen · Early-stage VC & angel · Founder, New York Venture Partners
2 min read
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THE RUNDOWN

1

Amazon Web Services and Nvidia are dramatically expanding their infrastructure partnership, with AWS planning to deploy an additional 2 million Nvidia GPUs across its global infrastructure in 2027 and 2028, [FX Leaders reported](https://www.fxleaders.com/news/2026/08/27/amzn-stock-retreats-as-trump-chip-tariffs-and-220-billion-amazon-capex-raises-fresh-concerns/)

2

Amazon separately raised its 2026 capital-expenditure forecast to approximately $220 billion, up from an earlier roughly $200 billion estimate, with the added spend going toward data centers, computing capacity and networking equipment

3

Amazon's stock has retreated from around $287 toward the mid-$250s even as the company keeps raising its own spending guidance, reflecting investor unease about how much AI infrastructure buildout costs before it shows up as profit

4

The expanded GPU commitment lands the same week Trump administration officials floated broader semiconductor tariffs, adding policy risk on top of the capex debate already unsettling chip and hyperscaler stocks

TC

The VC Read · Trace's Take

Trace Cohen

Two million GPUs is a real number, but the tell is the stock move: Amazon raised guidance for the second time this year and the market still marked the shares down, which means capex-as-reassurance has stopped working for this audience. Underwrite anything depending on cheap AWS GPU allocation against the tariff timeline, not just the deployment schedule -- Lutnick's comments are the variable nobody in this deal has priced yet.

Analysis

Amazon Web Services and Nvidia are expanding their infrastructure partnership again, with AWS planning to deploy an additional 2 million Nvidia GPUs across its global data-center footprint in 2027 and 2028, according to reporting on the companies' latest agreement, FX Leaders reported. The announcement landed alongside Amazon's decision to raise its 2026 capital-expenditure forecast to roughly $220 billion, up from an earlier estimate near $200 billion.

The Scale of the Commitment

Two million additional GPUs is a number worth sitting with: it's on top of whatever Nvidia hardware AWS has already deployed across its existing fleet, and it commits Amazon to years of chip supply, power procurement and data-center construction before most of that capacity generates a dollar of cloud revenue. Pulse has tracked Amazon's AI infrastructure buildout as capex guidance has climbed through 2026, and this raise -- the second upward revision this year -- fits a pattern common across all four hyperscalers: guide up, spend more, and ask investors to trust that demand catches up.

Amazon isn't alone in that posture. Yahoo Finance has tracked Alphabet pushing 2026 capex guidance as high as $205 billion, Microsoft tracking toward roughly $190 billion, and Meta guiding to $115-135 billion -- combined hyperscaler AI spending now running well past $700 billion for the year. What separates Amazon's raise is the direct pairing with a specific, named Nvidia hardware commitment rather than a vaguer capex number, giving investors an unusually concrete unit -- GPUs, not just dollars -- to underwrite.

Investors Aren't Fully Buying It

The market's reaction has been lukewarm at best: Amazon's stock has retreated from around $287 toward the mid-$250s even as the company keeps raising its own guidance, a sign that “we're spending more” is no longer, on its own, the reassurance it was a year ago. That's the same skepticism showing up in Friday's chip-sector selloff following Marvell's cautious guidance -- investors want spending translated into deployed, revenue-generating capacity, not just bigger forward commitments.

Competitively, the GPU race among hyperscalers is now as much about securing allocation as building differentiated infrastructure: Microsoft, Google and Meta are each pursuing custom silicon (Maia, TPU, MTIA respectively) specifically to reduce dependence on Nvidia supply, even as they keep buying more Nvidia hardware in parallel -- Amazon's own Trainium chips follow the same hedge-while-still-buying logic. A 2-million-GPU commitment this large suggests AWS still sees Nvidia as the primary lever for the next two years of capacity growth, custom silicon investments notwithstanding.

The Policy Wildcard

The deal also lands amid fresh uncertainty: Commerce Secretary Howard Lutnick has signaled the administration is weighing tariffs on semiconductors and the finished electronics built with them, a policy shift that would raise costs across exactly the kind of large-scale hardware deployment AWS just committed to. Nothing in the reported agreement addresses how a new tariff regime would affect its economics -- a multiyear infrastructure commitment signed before a major trade-policy decision carries real execution risk regardless of how sound the underlying demand thesis is.

For startups building on AWS, the practical read is capacity: two million more GPUs landing in 2027-2028 should ease allocation pressure for compute-heavy workloads over that window, assuming Amazon's demand assumptions hold and the tariff question resolves without disrupting supply chains already stretched thin across the industry.

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Key Sources

2 sources

Reported by FX Leaders · Analysis by Value Add Pulse.

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