Data Normalization in IIoT: Handling Register Formats, Byte Ordering, and Scaling Factors

You've successfully polled your PLC. Registers are coming back as arrays of 16-bit unsigned integers. Your Modbus transaction completed without error. Now what?
The raw register values sitting in your receive buffer are useless until you transform them into meaningful engineering units — degrees Celsius, PSI, gallons per minute, kilowatt-hours. This transformation is where a shocking number of IIoT deployments break down, producing subtly wrong data that goes unnoticed for weeks until someone realizes the chiller outlet temperature has been reading 16,384°F.
This guide covers the real-world data normalization challenges you'll face when connecting to industrial equipment, and the strategies that actually work at scale.
