Observability Stack for Microservices Architecture


Client

Early-stage startup


Challenge

After migrating to a microservices architecture (15+ services), the team had no centralized monitoring in place. Issues were only discovered through user complaints β€” typically 30+ minutes after they occurred. A full observability stack was needed to detect and diagnose problems proactively.


Solution

1. Monitoring Architecture
  • Prometheus for metrics collection
  • Grafana for visualization
  • Loki for centralized log aggregation
  • Jaeger for distributed tracing
  • Alertmanager for notifications
2. Metrics Collection
  • Automatic service discovery in Kubernetes
  • Application-level custom metrics
  • System metrics via node-exporter
  • Database metrics via postgres-exporter and redis-exporter
3. Grafana Dashboards
  • Per-service dashboards for each microservice
  • Unified infrastructure overview dashboard
  • SLA/SLO tracking metrics
  • Business metrics (RPS, conversion rate)
4. Centralized Logging (Loki)
  • Log aggregation across all services
  • Full-text log search via Grafana
  • Log-to-metric correlation
5. Distributed Tracing (Jaeger)
  • HTTP request tracing across services
  • Call chain visualization
  • Bottleneck identification
  • Per-service latency analysis
6. Alerting
  • Alerts delivered to Slack / PagerDuty / custom webhooks
  • Critical issue escalation
  • On-call rotation support
  • Automatic incident creation

Technologies

Prometheus
Prometheus
Grafana
Grafana
Kubernetes
Kubernetes
Docker
Docker
Helm
Helm
Linux
Linux

Results

βœ… MTTD: reduced from 30 minutes to under 1 minute
βœ… MTTR: recovery time reduced by 60%
βœ… Alerts: proactive notifications before users are impacted
βœ… Visibility: full observability across all services
βœ… Capacity planning: data-driven resource forecasting


Architecture

graph LR A[Microservices] --> B[Prometheus] A --> C[Loki] A --> D[Jaeger] B --> E[Grafana] C --> E D --> E E --> F[Alertmanager] F --> G[Slack / PagerDuty]

Duration

1 week (setup + dashboards + alerting)


Cost

from $1,000