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MAR 30, 2026Generative AI

Parallel layer fetches: 71% faster container image pulls

PPriya AnandFounding GTM
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Parallel layer fetches: 71% faster container image pulls

Where the time went

Image pulls took 38% of total cold start time for large generative models. Layers were fetched one after another from one registry endpoint.

Parallel fetches

We now fetch layers in parallel from a regional cache and unpack them as they arrive. Median pull time for a 12 GB image dropped from 41 seconds to 12.

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