OpenAI's storage playbook: 12x lower read latency for 1.2B users across 40 regions

OpenAIDevs · x · 2026-10-24

OpenAI's dev team walks through its storage architecture with Azure Cosmos DB serving 1.2B+ users in 40 regions: broad replication reserved for small critical datasets like auth metadata, in-region caching for hot settings/app state, and a Rust rewrite to cut proxy overhead — together taking global median read p50 from 120ms to 10ms, with a chart showing each drop.

Related event: OpenAI cuts global read latency from 120ms to 10ms with storage overhaul(3 posts)→

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