Cache Miss Storm:
  description: "Redis cluster experiencing 80% cache miss rate causing database overload"
  severity: "CRITICAL"
  component: "redis_cache"
  metrics:
    cache_hit_rate: 18.5
    database_load: 92
    response_time_ms: 1850
    affected_users: 45000
    eviction_rate_per_sec: 125
  business_impact:
    revenue_loss_per_hour: 8500
    sla_violation: true
    customer_sat_change: -40
    affected_services:
      - "API Gateway"
      - "User Service"
      - "Payment"
  roi_data:
    hourly_revenue_loss: 8500
    manual_recovery_hours: 1.0
    enterprise_recovery_hours: 0.2
    engineers_required: 4
    engineer_hourly_rate: 150
    estimated_monthly_occurrences: 2
    enterprise_savings_percentage: 0.85

Database Connection Pool Exhaustion:
  description: "PostgreSQL connection pool exhausted causing API timeouts"
  severity: "HIGH"
  component: "postgresql_database"
  metrics:
    active_connections: 98
    max_connections: 100
    api_latency_ms: 2450
    error_rate: 15.2
    queue_depth: 1250
    connection_wait_seconds: 45
  business_impact:
    revenue_loss_per_hour: 4200
    affected_services:
      - "API Gateway"
      - "User Service"
      - "Payment Service"
    sla_violation: true
    partner_api_impact: 3
  roi_data:
    hourly_revenue_loss: 4200
    manual_recovery_hours: 0.75
    enterprise_recovery_hours: 0.13
    engineers_required: 2
    engineer_hourly_rate: 150
    estimated_monthly_occurrences: 3
    enterprise_savings_percentage: 0.82

Kubernetes Memory Leak:
  description: "Java microservice memory leak causing pod restarts"
  severity: "HIGH"
  component: "java_payment_service"
  metrics:
    memory_usage: 96
    gc_pause_time_ms: 4500
    error_rate: 28.5
    restart_frequency_per_hour: 12
    heap_fragmentation: 42
  business_impact:
    revenue_loss_per_hour: 5500
    session_loss: 8500
    payment_failures_percentage: 3.2
    support_tickets_increase: 300
  roi_data:
    hourly_revenue_loss: 5500
    manual_recovery_hours: 1.5
    enterprise_recovery_hours: 0.25
    engineers_required: 3
    engineer_hourly_rate: 150
    estimated_monthly_occurrences: 1
    enterprise_savings_percentage: 0.79

API Rate Limit Storm:
  description: "Third-party API rate limiting causing cascading failures"
  severity: "MEDIUM"
  component: "external_api_gateway"
  metrics:
    rate_limit_hits_percentage: 95
    error_rate: 42.8
    retry_storm: true
    cascade_effect_services: 3
    queue_backlog: 8500
  business_impact:
    revenue_loss_per_hour: 3800
    partner_sla_breach: true
    data_sync_delay_hours: 4
    customer_reports_delay_hours: 6
  roi_data:
    hourly_revenue_loss: 3800
    manual_recovery_hours: 1.25
    enterprise_recovery_hours: 0.17
    engineers_required: 3
    engineer_hourly_rate: 150
    estimated_monthly_occurrences: 4
    enterprise_savings_percentage: 0.85

Network Partition:
  description: "Network partition causing split-brain in distributed database"
  severity: "CRITICAL"
  component: "distributed_database"
  metrics:
    partition_detected: true
    write_conflicts: 1250
    data_inconsistency_percentage: 8.5
    replication_lag_seconds: 45
    quorum_lost: true
  business_impact:
    revenue_loss_per_hour: 12000
    data_corruption_risk: true
    recovery_complexity: "HIGH"
    compliance_violation: true
  roi_data:
    hourly_revenue_loss: 12000
    manual_recovery_hours: 2.0
    enterprise_recovery_hours: 0.3
    engineers_required: 5
    engineer_hourly_rate: 150
    estimated_monthly_occurrences: 0.5
    enterprise_savings_percentage: 0.88

Storage I/O Saturation:
  description: "Storage system I/O saturation causing application timeouts"
  severity: "HIGH"
  component: "storage_cluster"
  metrics:
    io_utilization: 98
    latency_ms: 450
    throughput_mbps: 1250
    queue_depth: 850
    error_rate: 8.5
  business_impact:
    revenue_loss_per_hour: 6800
    data_processing_delay_hours: 3
    analytics_backlog: true
    reporting_failure: true
  roi_data:
    hourly_revenue_loss: 6800
    manual_recovery_hours: 1.75
    enterprise_recovery_hours: 0.22
    engineers_required: 3
    engineer_hourly_rate: 150
    estimated_monthly_occurrences: 1.5
    enterprise_savings_percentage: 0.83