Tools
Free tools for storage planning
Calculators and references for sizing and pricing storage for training workloads. No signup, no email gate.
AWS EFS cost calculator
Estimate your monthly AWS EFS bill for a training workload from dataset size, hot working set, epochs per month, and write volume — then see the Training Pipes equivalent side by side.
Use it when: You are on EFS Elastic Throughput and want to know how much of the bill is per-request charges.
Reference reading
Work out the numbers first.
NFS vs S3 for AI training
Which protocol to reach for, and the access patterns where each one falls over.
PyTorch DataLoader storage benchmarks
Measured throughput across storage backends, and which numbers actually bound training.
Storage comparisons
Training Pipes against AWS EFS, FSx for Lustre, s3fs, and Mountpoint for S3.