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Predictive Infrastructure Monitoring

Implement AI-driven infrastructure monitoring that predicts system issues, optimizes resource allocation, and provides intelligent alerting for CustomersDot and related services.

Acceptance Criteria:

  1. Predictive alerts for system resource exhaustion
  2. Intelligent noise reduction in monitoring alerts
  3. Automated capacity planning recommendations
  4. Performance anomaly detection with context-aware insights
  5. Auto-scaling recommendations based on usage patterns
  6. Integration with existing Prometheus/Grafana monitoring stack

Technical Approach:

  • Time-series forecasting for resource utilization
  • Anomaly detection algorithms for system metrics
  • Integration with existing observability infrastructure
Edited by James Lopez