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SREE-commerce Platform · 2024

Observability & SLO Rollout

Replaced alert noise with meaningful SLOs and full-stack observability, cutting MTTR by more than half and ending on-call burnout.

−58%
MTTR
−70%
Alert noise
99.95%
SLO adherence
CloudForge case study
SREPrometheusGrafana
SREPrometheusGrafanaOpenTelemetryPagerDuty

The problem

On-call was drowning in low-signal alerts and incidents took hours to diagnose. There was no shared definition of healthy, so reliability work stayed reactive.

What CloudForge built

The outcome

MTTR dropped 58% and alert noise fell 70%. On-call became sustainable, and reliability decisions are now driven by error budgets instead of gut feel.

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