Correlate spikes in refunds, failed logins, workflow retries, and permission changes to detect subtle fraud or misuse. Dashboards mixing operational metrics with security events surface patterns siloed teams miss. Use trace IDs across services so investigations follow real flows. Alerts should include probable root causes, recent changes, and playbook links, empowering responders to act decisively without digging through unrelated noise or stale documentation.
Log who did what, when, where, and why, including request IDs, service accounts, and data classifications touched. Store immutable records with retention aligned to regulations, and index them for fast retrieval. Human-readable context matters as much as technical detail. Good trails reduce investigation time, support customer communications, and satisfy auditors without endless back-and-forth. They also turn postmortems into precise narratives rather than fuzzy recollections.
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