monitoring-observability

To set up a Prometheus and Grafana observability stack, configure Prometheus for metrics, Grafana for dashboards, and Loki for logs, alongside OpenTelemetry for tracing across Kubernetes. This integration delivers comprehensive full-stack visibility.

The Four Golden Signals for monitoring are latency, traffic, errors, and saturation. They form the backbone for service-level visibility, enabling you to track system health and identify performance bottlenecks effectively.

To implement SLO tracking and burn-rate alerting, define service-level objectives and configure alerts based on error budget consumption. This streamlines operations by triggering notifications before reliability thresholds are breached.

Yes, you can use OpenTelemetry tracing with Loki and Prometheus. The stack integrates Tempo or Jaeger for tracing while leveraging Loki for structured logs and Prometheus for metrics, ensuring end-to-end observability.

The best way to structure logs and metrics for cloud observability is to enforce best practices for metric design and log structure. This involves standardizing labels in Prometheus and ensuring structured logging in Loki for queryability.