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Symptom: the dashboard showed occasional spikes that the machines were not actually producing.
Cause: the collector was counting a duplicate reading as a new one whenever the hardware resent a value.
Fix: I deduplicated on the reading timestamp before storing anything.
Lesson: when data looks wrong, suspect the ingestion path before the display. That is where the noise usually enters.