Modal vs UpstashSandbox Benchmark Comparison

Modal
Faster in 1 of 2
vs
Upstash
Faster in 1 of 2

Modal and Upstash were each faster in 1 of 2 shared sandbox benchmarks.

Shared benchmarks
2
Last run
October 30, 2026
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Scorecard

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

BenchmarkModalUpstashResultRatio
Burst TTI
Time to interactive · Run October 30, 2026
751ms
100% success
1.93s
100% success
Modal faster
2.57x
DAX
Total workload time · Run October 30, 2026
105.55s
100% success
57.26s
100% success
Upstash faster
1.84x

Burst TTI

Run October 30, 2026

Time from sandbox creation to the first successful command, with 100 sandboxes launched at the same time.

Time to interactive

Modal

100% success
Median
751ms
P95
972ms
P99
996ms
Modal Burst TTI results →

Upstash

100% success
Median
1.93s
P95
3.80s
P99
3.97s
Upstash Burst TTI results →

Modal had a 2.57x lower median time to interactive (751ms vs 1.93s for Upstash).

Median time to interactive over time

102 runs from April 18, 2026 to October 30, 2026.

ModalUpstash
View the full Burst TTI leaderboard →

DAX

Run October 30, 2026

A real developer workload: install system packages, download Bun, clone the opencode repo, then run bun install and bun typecheck.

Total workload time

Modal

100% success
Median
105.55s
P95
105.55s
P99
105.55s
Modal DAX results →

Upstash

100% success
Median
57.26s
P95
57.26s
P99
57.26s
Upstash DAX results →

Upstash had a 1.84x lower median total workload time (57.26s vs 105.55s for Modal).

Median total workload time over time

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

ModalUpstash
View the full DAX leaderboard →

Cost per DAX run

Each provider's DAX median total workload time (run October 30, 2026) multiplied by its published rate at the 8 vCPU / 16 GiB benchmark spec. Workload time excludes sandbox create and destroy, and subscription floors and included credits are not modeled.

Modal

Per-second, max(request, actual)
$0.028per run
105.55s median at $0.9518/hr

Sandbox rate $0.00003942/core-s (4 cores = 8 vCPU) + $0.00000667/GiB-s. Regional multipliers (1.25–2.5x) not included.

Source pricing page

Upstash

Active CPU
$0.0064per run
57.26s median at $0.4000/hr

Large box (8 vCPU / 16 GB): $0.40/active-CPU-hour — assumes 100% CPU utilization for the whole build.

Source pricing page
Compare sandbox costs across all providers →

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 at least 50% of runs in 2 or more shared benchmarks run in the last 30 days.

Frequently asked questions

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Modal and Upstash were each faster in 1 of 2 shared sandbox benchmarks. In Burst TTI (October 30, 2026), Modal had a median time to interactive of 751ms versus 1.93s for Upstash, 2.57x faster. In DAX (October 30, 2026), Upstash had a median total workload time of 57.26s versus 105.55s for Modal, 1.84x faster.

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