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Meta scoops up more of Nvidia’s AI chip output

Network World [Unofficial] February 20, 2026
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AI’s insatiable demand for chips has already had an effect on the IT market, and it could be about to get worse: Nvidia has entered into a multi-year strategic partnership with Meta to fill the social network’s new AI data centers with its cutting-edge processors.

Nvidia will supply Meta with millions of its Blackwell and Rubin GPUs, and Meta will integrate Nvidia Spectrum-X Ethernet switches into its Facebook Open Switching System platform.

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Meta will also expand its use of Nvidia’s Grace chips in what Nvidia described as “the first large-scale Grace-only deployment.” Grace CPUs are usually paired with Nvidia’s Blackwell GPUs.

“No one deploys AI at Meta’s scale,” Nvidia CEO Jensen Huang said in a news release. Meta plans capital expenditure, mostly on data centers and the computing infrastructure they contain, of $115 billion-$135 billion this year — more than some hyperscalers, which rent their computing capacity to others. Meta is keeping it all for itself.

This could be bad news for other enterprises, as the demands of the hyperscalers and big customers like Meta is leading to a decrease in the availability of chips to train and run AI models.

IDC is predicting that the broader AI-driven chip shortage will have a significant effect on the IT market over the next two years as companies struggle to replace everything from laptops to servers. In particular, businesses looking for Nvidia processors may be forced to look elsewhere.

More Nvidia news:

  • Reports of Nvidia/OpenAI deal in jeopardy are overblown, says Nvidia’s CEO
  • Eying AI factories, Nvidia buys bigger stake in CoreWeave
  • China clears Nvidia H200 sales to tech giants, reshaping AI data center plans
  • Nvidia is still working with suppliers on RAM chips for Rubin
  • RISC-V chip designer SiFive integrates Nvidia NVLink Fusion to power AI data centers
  • Nvidia H200 chips in China: US says yes, China says no
  • Lenovo-Nvidia partnership targets faster AI infrastructure rollouts
  • Top 10 Nvidia stories of 2025 – From the data center to the AI factory
  • HPE loads up AI networking portfolio, strengthens Nvidia, AMD partnerships
  • Nvidia’s $2B Synopsys stake tests independence of open AI interconnect standard
  • Nvidia bets on open infrastructure for the agentic AI era with Nemotron 3
  • Nvidia moves deeper into AI infrastructure with SchedMD acquisition
  • Nvidia chips sold out? Cut back on AI plans, or look elsewhere

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