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KArtSell.Aegis/src
kjh2064 042db95d9b Gate 5: Observability & Alerting (Metrics & Dashboard Foundation)
Implements validation gate 5: Production readiness observability infrastructure

Backend implementation:
1. IObservabilityService interface - 5 metric families
2. ObservabilityService implementation - SQL queries for metrics
3. GetObservabilityMetrics endpoint (GET /api/v1/observability/metrics)

Metric Families (Grafana/Seq integration-ready):
1. **Batch SLA Metrics**: Job completion times, queue depths, retry rates
   - QueueDepth: Pending job count
   - AverageCompletionTimeMs: Job execution time
   - TotalJobsCompleted: Success count
   - RetryCount: Retry rate tracking

2. **Data Quality Metrics**: Quarantine monitoring
   - QuarantinedJobCount: Jobs marked dq (data quality)
   - TopQuarantineReasons: Error pattern analysis
   - AverageQuarantineAgeHours: Quarantine age tracking

3. **Duplicate Detection**: Constraint violation monitoring
   - DuplicateViolationCount: Inbox dedup failures
   - AffectedMessageCount: Impact analysis
   - LastViolationAt: Recency tracking

4. **Reconciliation Metrics**: Audit trail completeness
   - OutboxMessageCount: Total published events
   - InboxProcessedCount: Processed events
   - AuditTrailCompleteness %: Evidence preservation ratio
   - MismatchCount: Orphaned messages

5. **Model Drift Metrics**: OOS performance tracking
   - ModelsUnderMonitoring: Active model count
   - AverageOosPerformance: Out-of-sample DSR
   - PerformanceDegradedCount: Alert threshold
   - BaselineSharpeRatio: Baseline comparison

Alert Thresholds (AGENTS.md v16.0 constraint enforcement):
- CRITICAL: Duplicate inbox messages detected
- WARNING: Audit trail completeness < 95%
- WARNING: > 10 jobs in quarantine
- WARNING: Model performance degradation detected

Test coverage (6 scenarios):
1. Batch SLA metrics structure validation
2. Data Quality quarantine monitoring
3. Duplicate detection identification
4. Reconciliation completeness calculation
5. Model drift OOS tracking
6. Alert threshold conditions

Architecture:
- Database queries (Hangfire + audit tables)
- Metrics DTOs for serialization
- REST endpoint for dashboard consumption
- Ready for Grafana/Seq/OpenTelemetry integration

AGENTS.md v16.0 compliance:
✓ Evidence-based monitoring (5 metric families)
✓ Constraint validation (alert thresholds)
✓ Audit trail traceability (correlation IDs)
✓ Complete endpoint (all gates monitored)

Build: Clean, 0 errors

Co-Authored-By: Claude Haiku 4.5 <noreply@anthropic.com>
2026-08-02 13:19:38 +09:00
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