Google Cloud Run vs Superserve

Sandbox Benchmark Comparison · Updated November 6, 2026

Superserve was faster in the only sandbox benchmark with a speed verdict.

Head to head

  • Burst TTITime to interactive · lower is better
    Superserve faster3.26x
    Google Cloud Run
    1.62s
    Superserve
    497ms
  • DAXTotal workload time · lower is better
    No verdict
    Google Cloud Run
    —
    Superserve
    64.26s

Burst TTI

November 6, 2026

Google Cloud Run

100% success
Median
1.62s
p95
2.52s
p99
2.65s
Google Cloud Run Burst TTI results

Superserve

100% success
Median
497ms
p95
944ms
p99
993ms
Superserve Burst TTI results

Median time to interactive over time

26 runs · July 8, 2026 to November 6, 2026
Google Cloud RunSuperserve

DAX

October 30, 2026

Google Cloud Run

0% success

No measured time in this run.

Google Cloud Run DAX results

Superserve

100% success
Median
64.26s
Superserve DAX results
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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 when both providers have at least one successful run in the same benchmark from the last 30 days. A benchmark only gets a verdict when both providers completed at least 50% of its runs. If a provider’s latest run of a benchmark failed, its most recent successful run from that window is used instead.

Frequently asked questions

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Superserve was faster in the only sandbox benchmark with a speed verdict. In Burst TTI (November 6, 2026), Superserve had a median time to interactive of 497ms versus 1.62s for Google Cloud Run, 3.26x faster.

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