“The only way to predict the future of a software project is to document its present.” – Anonymous (but probably a scrum master).

| Goal | Success Metric | |------|----------------| | of the last 24 h at minute granularity | < 2 s load time for the full view | | Rapid anomaly detection (e.g., throughput drops, error spikes) | ≥ 90 % of critical incidents identified within the minute they occur | | Low‑impact on production – read‑only, cached queries | ≤ 1 % additional CPU on the source DB | | Exportability for reporting & post‑mortem analysis | CSV/JSON download ≤ 5 s for 1 440 rows |

When you string it all together, reads as:

By mid‑2022 we started seeing a pattern:

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