Amazon Committed to Over 3 Million Nvidia GPUs

The cloud giant expanded its AI infrastructure plans with a major purchase announced on August 26, 2026.

Updated on Sept. 21, 2026 in Data Centers

Bold flat-color editorial illustration of a high-performance computer processor in navy, cream, and red, representing Amazon's large-scale AI hardware investment.
Amazon has committed to acquiring over three million Nvidia GPUs by 2029 to expand its AI cloud infrastructure capacity amid surging global demand. AI Illustration. Upload story photo >

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Amazon announced a commitment to acquire over 3 million Nvidia GPUs by 2029 to bolster its cloud infrastructure. The deal includes 2 million additional Blackwell Ultra, Rubin, and Rubin Ultra units to be deployed throughout 2027 and 2028.

Why it matters

The massive investment aims to address the persistent gap between available AI compute capacity and high customer demand. By securing these units, Amazon seeks to maintain its competitive edge in the global cloud market.

AWS plans to deploy 2 million Blackwell Ultra, Rubin, and Rubin Ultra GPUs starting in the third quarter of 2026. Roughly 100,000 of these units are specifically earmarked for US government AI workloads at Impact Level 6.

The players

Amazon

Amazon is a multinational technology company that operates the AWS cloud platform and employs over 1.58 million people globally.

Nvidia

Nvidia is a leading semiconductor company that designs the specialized graphics processing units required for modern AI and data center infrastructure.

The details

Amazon is scaling its data center capabilities as AWS revenue reached $42.2 billion in the second quarter of 2026, marking a 37 percent year-over-year increase. Despite cutting 30,000 corporate roles between October 2025 and January 2026, the company continues to aggressively expand its physical hardware footprint.

Timeline

  1. Amazon purchased 196,000 Hopper GPUs in 2024.

  2. AWS committed to over 1 million Nvidia GPUs in March 2026.

  3. The 2 million GPU deal was announced on August 26, 2026.

  4. Deployment of the new hardware will take place throughout 2027 and 2028.

  5. Amazon expects total deliveries to exceed 3 million units before 2029.

The Tech Race

This aggressive procurement strategy reflects the broader industry scramble to secure Blackwell-class hardware to sustain large-scale AI operations. It positions Amazon to defend its cloud market share against rivals who are similarly locked in a race to build out unprecedented data center density.

The rollout of this infrastructure is intended to improve performance and availability for users of AI services hosted on AWS. Businesses and developers relying on the cloud can expect expanded capacity to support more complex AI workloads as the new hardware comes online.

The takeaway

Amazon is betting heavily on future AI growth by aggressively expanding its hardware fleet despite broader corporate cost-cutting measures. This strategy highlights the intense demand for advanced compute power that is likely to define cloud infrastructure budgets for years to come.

Further reading

Learn more about how massive hardware deployments are reshaping Data Centers.

Source note: This article includes information reported by TechRadar.

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