AWS S3 vs TensorlakeStorage Benchmark Comparison

AWS S3
Faster in 1 of 2
vs
Tensorlake
Faster in 0 of 2

AWS S3 was faster in 1 of 2 storage measurements with a speed verdict, and 1 was roughly even.

Shared storage measurements
3
With a speed verdict
2
Last run
October 30, 2026
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Scorecard

Median of each storage measurement's primary metric; lower is better. Medians within 5% count as roughly even, and a storage measurement gets no speed verdict when either provider completed fewer than 50% of runs.

BenchmarkAWS S3TensorlakeResultRatio
Upload (10 MB)
Upload time · Run October 30, 2026
490ms
100% success
491ms
100% success
Roughly even
1.00x
Download (10 MB)
Download time · Run October 30, 2026
137ms
100% success
149ms
100% success
AWS S3 faster
1.09x
Snapshot create
Snapshot create time · Run October 30, 2026
No timing data
0% success
0.05s
100% success
No verdict
No speed verdict because AWS S3 completed 0% of runs, fewer than the 50% required.
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Upload (10 MB)

Run October 30, 2026

Time to upload a 10 MB file to the provider, measured in the 10 MB storage lifecycle benchmark.

Upload time

AWS S3

100% success
Median
490ms
P95
643ms
P99
672ms
AWS S3 Upload (10 MB) results →

Tensorlake

100% success
Median
491ms
P95
1357ms
P99
1757ms
Tensorlake Upload (10 MB) results →

The medians are within 5% of each other (490ms vs 491ms), so this counts as roughly even.

Median upload time over time

14 runs from July 31, 2026 to October 30, 2026.

AWS S3Tensorlake
View the full Upload (10 MB) leaderboard →

Download (10 MB)

Run October 30, 2026

Time to download the same 10 MB file back, measured in the 10 MB storage lifecycle benchmark.

Download time

AWS S3

100% success
Median
137ms
P95
192ms
P99
214ms
AWS S3 Download (10 MB) results →

Tensorlake

100% success
Median
149ms
P95
182ms
P99
202ms
Tensorlake Download (10 MB) results →

AWS S3 had a 1.09x lower median download time (137ms vs 149ms for Tensorlake).

Median download time over time

14 runs from July 31, 2026 to October 30, 2026.

AWS S3Tensorlake
View the full Download (10 MB) leaderboard →

Snapshot create

Run October 30, 2026

Time to create a snapshot of a bucket holding a small dataset of 10 objects.

Snapshot create time

AWS S3

0% success
No timings shown: fewer than 50% of runs succeeded.
AWS S3 Snapshot create results →

Tensorlake

100% success
Median
0.05s
P95
0.08s
P99
0.09s
Tensorlake Snapshot create results →

No speed verdict because AWS S3 completed 0% of runs, fewer than the 50% required.

View the full Snapshot create leaderboard →

Methodology

  • One workload, every provider. The same script, payload, and model hit every provider, addressed the way its own API expects. Nobody gets a tuned or special path.
  • Repeated on a schedule. Every suite runs many iterations per provider, automated on a recurring schedule, so results reflect steady state rather than one lucky request.
  • Raw results published. Every run is committed as JSON to the public benchmarks repo, next to the code that produced it. Nothing is cherry-picked or held back.
  • How this comparison is built. Each benchmark compares the two providers' medians; results within 5% count as roughly even. A comparison is published only when both providers completed the 10 MB storage lifecycle benchmark reliably: at least 50% success for each provider, in benchmark runs from the last 30 days.

Frequently asked questions

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AWS S3 was faster in 1 of 2 storage measurements with a speed verdict, and 1 was roughly even. In Upload (10 MB) (October 30, 2026), AWS S3 had a median upload time of 490ms and Tensorlake 491ms, which counts as roughly even. In Download (10 MB) (October 30, 2026), AWS S3 had a median download time of 137ms versus 149ms for Tensorlake, 1.09x faster.

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