Production Log Anomaly Detector

AdvancedDevelopers

Watch production logs for unusual patterns, correlate errors across services, and trigger PagerDuty alerts with root cause analysis.

Setup
50 min
Saved
~5 hrs/week
Active
680
Shared by
@ashirvad_k

How it works

Stop being blindsided by production issues. This agent continuously streams logs from your applications, baselines normal patterns, and flags anomalies in real-time. It correlates error spikes across microservices to identify root causes, distinguishing between transient hiccups and systemic failures. When it detects a critical anomaly, it creates PagerDuty incidents with rich context: affected services, error rates, recent deployments, resource utilization metrics, and suggestions for resolution. The agent learns your application's normal behavior over time, reducing false positives while improving sensitivity to real issues. It also generates post-incident reports linking logs, metrics, and changes that preceded outages, supporting your incident retrospectives.

Key features

  • Real-time log stream analysis with anomaly detection
  • Cross-service error correlation and root cause identification
  • Intelligent alerting that learns application baselines
  • PagerDuty incident creation with contextual diagnostics
  • Post-incident report generation for retrospectives

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