Case study · Enterprise SaaS Platform
Building a mature Site Reliability Engineering practice
Incident response was reactive and leadership had no line of sight into operational risk. An SRE program built on SLOs, automated dashboards, and embedded observability changed both.
- incident resolution time (MTTR)
- Lower
- incident resolution time (MTTR)
- platform availability
- Higher
- platform availability
- operational risk visibility for leadership
- Real-time
- operational risk visibility for leadership
- reliability culture & execution maturity
- Stronger
- reliability culture & execution maturity
The challenge
The platform team operated on incident-driven adrenaline: no formal service-level objectives, dashboards assembled ad hoc, and postmortems that produced notes rather than change.
Leadership wanted real-time visibility into system health and operational risk — not another monthly slide deck.
What we did
- 01
SLO framework design
We defined SLIs and SLOs per critical user journey with realistic error budgets, giving teams a shared, defensible definition of 'healthy'.
- 02
Automated reliability dashboards
Error budgets, burn rates, and golden signals were automated into Grafana and Datadog views spanning technical KPIs and business metrics.
- 03
Observability embedded end-to-end
Metrics, logs, and traces were correlated across the distributed platform, cutting the time from alert to root cause.
- 04
Incident operating model
On-call design, escalation paths, and blameless postmortems turned reliability from heroics into process — and postmortem actions started shipping.
More results
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