Caching Layers in Front of S3
GPU training clusters bottleneck on S3 latency, not compute power — add a caching layer to fix it.
Amara Zola
Section
6 stories in S3 Performance.
GPU training clusters bottleneck on S3 latency, not compute power — add a caching layer to fix it.
Splitting S3 downloads into parallel byte ranges cuts per-chunk retry time from minutes to seconds.
Spread your S3 keys across more prefixes to multiply your throughput ceiling almost arbitrarily.
Geography and object size determine whether S3TA's cost justifies its gains.
EBS hits sub-millisecond, S3 Standard tops 100ms—pick wrong and your GPUs wait for storage.