Monitoring and alerting

DenialOS exposes application health and records structured operational events.

Production monitoring should cover:

• API health;
• database health;
• Redis/queue health;
• worker failures and dead letters;
• storage/scanner failures;
• authentication/security failures;
• reconciliation exceptions;
• latency and error rates.

Application logs should contain correlation/request identifiers and operational metadata, not raw PHI.

Cloud logging, alert delivery, retention, and escalation remain deployment responsibilities.