Cloud Infrastructure & High-Scale Tech
Fleet Observability & Infrastructure Simplification
The challenge
Engineering teams often run multiple conflicting monitoring agents across thousands of servers, resulting in memory overhead, version drift, and slow incident triage.
Our approach
We replace bulky client daemons with agentless SSH probes that gather full kernel and GPU counters in one second, paired with automated root-cause analysis runbooks.
Outcomes
Zero monitoring daemons installed on production targets
Unified GPU and CPU telemetry across mixed bare-metal and cloud servers
Over 75% reduction in manual troubleshooting time during system outages