Short answer: Give every login attempt, risk decision, and session mutation one correlation ID, then record immutable events before enforcing the decision. For an edtech login scored from a device fingerprint, the useful trail is not a pile of request logs. It is a causal chain that can answer ...
Source: [Dev.to](https://dev.to/lukasschmidt295/authentication-audit-trails-correlating-risk-events-with-session-lifecycle-actions-31e4)