Case 10

SLO Driven Monitoring

SLO Driven Monitoring: Problem: Dashboards can look healthy while users experience latency, errors, or degraded workflows. Constraints: Service ownership, error budgets, burn-rate alerts, noisy dependencies, and product-facing reliability language. Architecture: SLO model with user-centric indicators, burn-rate alerts, Grafana-style views, incident thresholds, and runbook context near alerts. Result: Monitoring shifts from raw infrastructure charts to reliability decisions teams can act on.

Problem
Dashboards can look healthy while users experience latency, errors, or degraded workflows.
Constraints
Service ownership, error budgets, burn-rate alerts, noisy dependencies, and product-facing reliability language.
Architecture
SLO model with user-centric indicators, burn-rate alerts, Grafana-style views, incident thresholds, and runbook context near alerts.
Result
Monitoring shifts from raw infrastructure charts to reliability decisions teams can act on.

Related topics: AI infrastructure, Kubernetes/EKS, GitOps, Terraform, observability, platform engineering, cloud architecture.

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