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Rapidly scaling online storage to serve over 1 billion ChatGPT users

OpenAI scaled its online storage system to serve over 1 billion ChatGPT users and handle 22 million requests per second, according to an OpenAI engineering post. The company evolved an internal Python library into a globally distributed storage platform, an approach OpenAI says lets high-growth AI services scale infrastructure incrementally rather than over-provisioning upfront. The post notes that teams building agents or large language model products should expect similar demand spikes.

read1 min views2 publishedSep 12, 2026
Rapidly scaling online storage to serve over 1 billion ChatGPT users
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OpenAI

Rapidly scaling online storage to serve over 1 billion ChatGPT users

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OpenAI scaled their storage system to handle 1 billion users and 22 million requests per second by evolving a Python library into a globally distributed platform. This shows you can start small with flexible tools and scale massively without losing agility, proving rapid, cost-effective scaling is achievable for any high-growth AI service. If you're building agents or LLM products, expect to manage similar demand spikes; this approach lets you scale infrastructure incrementally rather than over-provisioning upfront.

OpenAI scaled storage to handle 22 million requests per second, a capability that directly impacts the infrastructure requirements for running large language models in production, and shipping similar LLM-based services will now need to consider supporting comparable request volumes.

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