# benchmarks
Predictable sub-75ms
sandbox boots.
Measured against the live api.pandastack.ai endpoint on June 17, 2026 — 50 consecutive boots of the base template, snapshot-natid path, all 50 successful. Numbers cover scheduler claim, snapshot restore, NATID assignment, and guest readiness probe.
# Benchmarks
Predictable sub-75ms sandbox launches.
Server-measured on api.pandastack.ai: POST /v1/sandboxes → ready. 50 consecutive boots, all on the snapshot-natid path.
cold-start distribution (ms) — lower is better
jun 2026minbest of 50
45msp50median
49msp7575th percentile
54msp9090th percentile
59msp9595th percentile
61msp9999th percentile
64ms# boot_ms = server-measured create → ready (n=50, 50/50 snapshot-natid).
# wall_ms over Cloudflare → us-central1 LB: p50 885ms p99 ~1.9s (RTT dominated).
78ms
p50 boot
snapshot-natid restore + ready probe
102ms
p99 boot
50/50 successful, no failures
365ms
p50 boot @ 8×
8 concurrent creates, per-request
1200ms
fork (per child)
copy-on-write fork, incl. network