Sizing an IIoT data budget: sampling, deadband and retention
How tag count, sampling interval, payload size, overhead and retention combine into bandwidth and storage numbers, and how deadband and compression change them.
· 4 minWhy timestamps decide whether data can be trusted, where NTP is enough, when PTP is worth the effort, and how to choose a single time source and timestamp convention.
A value without a trustworthy time is only half a measurement. Wrong clocks quietly break things that look unrelated:
A sample can be stamped at several points: in the sensor or PLC, in the edge gateway when it receives the value, in the broker, or when the historian ingests it. Each choice has consequences:
The robust approach is to keep both, clearly named, and to document which one each system uses.
The Network Time Protocol keeps clocks aligned over ordinary networks. Typical accuracy is a few milliseconds on a well-managed local network and tens of milliseconds across the internet, which is more than enough for dashboards, OEE and historians sampling in seconds. Good practice for an OT environment:
The Precision Time Protocol (IEEE 1588) can reach sub-microsecond alignment, but only with hardware timestamping in the devices and network equipment that understands PTP, using boundary or transparent clocks in the switches. It is the right tool for sequence-of-events recording, coordinated motion and some power-system applications, where industry-specific profiles exist. It is not necessary for typical OEE or historian use, and it adds design and commissioning effort, so adopt it when a requirement demands it, not because it is more precise.
2026-10-03T09:15:00Z. A local time without an offset occurs twice when clocks go back and not at all when they go forward.Compare each device’s reported timestamp with the receipt time at a trusted collector. A consistent difference is the device’s offset; one that grows over days is drift. Plot the offset per device, set an alert threshold that matches your use case and review the worst devices regularly. The checks described for sensor files also catch time jumps and duplicated samples.
Time source, time zone and timestamp convention belong in the industrial data contract, and “is data quality measured?” is question 9 of the readiness worksheet.
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