Machine Data Integration
Machine data integration is the work of extracting production information from equipment that was never designed to share it. Older controllers speak proprietary protocols, newer machines offer a network port with unclear documentation, and a surprising amount of real production data still lives only in the mind of a seasoned operator. We start by cataloging every potential data source on the floor: counters, cycle signals, machine states, fault codes, part numbers, shift boundaries and quality results. Then we choose the least invasive way to capture each one, whether that is a protocol gateway, a hardwired signal tap, a serial listener or a machine network read.
The important design decision is not the protocol, it is the data model. Every signal is given a stable name, a unit, a source and a meaning, so that downstream dashboards and reports never have to guess. We standardize time stamps across the whole floor, which sounds trivial until you try to compare a production count from one line with an alarm from another. The result of this service is a single, trustworthy production record that the rest of the integration can stand on.