Data~4 min read
CSV exports auditors actually want: stable columns and row-level lineage
Freeze schemas for compliance windows; document transformations.
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Practical notes from AIoT field work and internal pilots.
Prefer measurable KPIs (latency, uptime, alert noise) before scaling a pattern.
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