The Industrial Internet of Things (IIoT) has been a game changer for operational maintenance. Real-time, sensor-fed condition monitoring allows manufacturers to shift their asset health strategy from a reactive to proactive approach, so they can prevent…
The Unified Namespace (UNS) is a design pattern that standardizes and organizes all industrial data into one central, event-driven architecture. Instead of connecting SCADA, ERP, CMMS, and quality databases through fragile point-to-point integrations, UNS consolidates OT…
The Unified Namespace (UNS) architecture pattern has proven to be an effective means to opening industrial data access up to the entire business, but the road to implementation is not without a few speed bumps. First,…
The Unified Namespace (UNS) is among the fastest-growing data architecture patterns for Industry 4.0, promising easy publish-subscribe access to hierarchically structured industrial data. The UNS is often defined as a consolidated, abstracted structure by which all…
Have you ever watched a press conference when a room full of reporters bark questions at the same time? Typically, the media event host will call on a particular reporter to repeat the question and then…
DataOps is a new category of software solutions that address the data architecture needs of industrial companies as they adopt Industry 4.0, Digital Transformation, and Smart Manufacturing. DataOps solutions perform data contextualization and standardization and provide…
At IIoT World, we track how industrial organizations move from fragmented data collection to AI-ready operations — and DataOps is consistently the discipline that separates manufacturers who scale AI from those who stall. This four-stage maturity…
Industry 4.0 adopters in factories around the world recognize that industrial data is gold. More users and systems want access to this data in real time to convert it into valuable information they can act on…