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Cloud & DevOpsDevOps

Observability Platform

Full-stack observability with metrics, logs, traces, and AIOps for rapid troubleshooting.

Duration

5 months

Team Size

4 developers

Industry

DevOps

Category

Cloud & DevOps

Observability Platform

A comprehensive observability stack that unifies metrics, logs, and traces to provide complete visibility into distributed systems.

The Challenge

A SaaS company struggled with troubleshooting:

  • Blind spots - Can't see inside microservices
  • Slow debugging - Hours to find root cause
  • Tool sprawl - Different tools for different data
  • Alert fatigue - Too many false positive alerts

They needed unified observability.

Our Approach

We built a modern observability platform based on the three pillars.

Observability Pillars

  1. Metrics - Quantitative system health
  2. Logs - Detailed event context
  3. Traces - Request flow visibility
  4. Unified View - Correlation across all three

The Solution

Metrics

  • Prometheus for collection
  • Custom application metrics
  • Infrastructure metrics
  • SLO dashboards

Logging

  • Structured logging standards
  • Centralized log aggregation
  • Log correlation with traces
  • Retention policies

Tracing

  • Distributed tracing
  • OpenTelemetry instrumentation
  • Service dependency maps
  • Latency analysis

Alerting

  • Multi-signal alerts
  • Intelligent grouping
  • Escalation policies
  • On-call management

Technology Stack

LayerTechnologies
MetricsPrometheus, Thanos
LogsLoki, Promtail
TracesJaeger, OpenTelemetry
VisualizationGrafana
AlertingAlertmanager, PagerDuty
AIOpsMoogsoft

Results & Impact

The platform transformed operations:

  • 80% faster incident resolution
  • 95% lower MTTR from hours to minutes
  • Single dashboard for all telemetry
  • AIOps reducing alert noise by 90%

Platform Features

Correlation

  • Trace-to-log linking
  • Metric-to-trace correlation
  • Error tracking
  • User session replay

AIOps

  • Anomaly detection
  • Alert correlation
  • Root cause analysis
  • Predictive alerting

Client Testimonial

"We went from spending hours finding issues to resolving them in minutes. The correlation between traces and logs is incredibly powerful for debugging."

— SRE Manager, SaaS Company


Building observability? Contact us to discuss platform implementation.

Key Results

1

80% faster incident resolution

2

95% reduction in MTTR

3

Single pane of glass

4

AIOps anomaly detection

Technology Stack

PrometheusGrafanaLokiJaegerOpenTelemetryPagerDuty

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