Roboflow load test shows 90-second traffic spike can overwhelm a single GPU inference server

A Roboflow load test found that a short 90-second traffic burst left one self-hosted GPU inference server timing out even after traffic returned to normal, contrasting with its serverless inference option.

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2026-11-09 18:16 · Roboflow Blog
Roboflow Serverless vs. Self-Hosted Inference: What a 90-Second Traffic Spike Does to One GPU Server

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