The use case: how Kernel deploys SigNoz
Kernel runs cloud browser infrastructure for AI agents and uses SigNoz for observability across its control plane, microVMs, and bare-metal services. Engineers and agents query SigNoz telemetry through SigNoz MCP for incident triage, latency optimization, dashboards, and alerts.
In the customer’s words
Without SigNoz, we cannot achieve what we promise to our users, which is crazy reliable infrastructure.Other companies using SigNoz
Customers across industries, with public evidence.
See all SigNoz customersGo straight to the source
Based on SigNoz’s published case study. We check the public evidence; the results are reported by the vendor.
signoz.io- Last checked
- Nov 13, 2026
Open source capture What the story claims, and what we checked
What we compared with the page.
- The figure: 140ms to 30msChecked
Printed word for word on the page, near the name of Kernel.
- The passage quoted aboveChecked
Copied word for word from the page, near the name of Kernel.
- Kernel uses SigNozChecked
Confirmed line.
- The result itselfNot checked
We quote it; we did not measure it.
By adding Redis caching and taking Temporal out of that hot path, Kernel reduced browser acquisition latency from 140ms to 30ms within a couple of weeks.






