Fact-Check: 6 Industrial IoT ROI Claims That Don’t Survive Audit
Six common industrial IoT ROI claims fact-checked against real plant deployments — what holds up, what collapses, and where the actual payback lives.
Digital Twins in Oil & Gas: Offshore Predictive Maintenance
Digital twin oil and gas reference architecture for offshore predictive maintenance — sensor-to-twin pipeline, physics + ML models, and a real ROI model.
OpenTelemetry for Industrial IoT Observability (2026)
OpenTelemetry for industrial IoT observability — instrument edge services, run the OTel Collector, and ship traces, metrics, and logs end to end.
Digital Twin vs Simulation: Architecture Decision Guide (2026)
Digital twin vs simulation — the architectural differences that actually matter, state synchronization, data feedback loops, and a decision matrix for picking the right approach in 2026.
Sparkplug B 3.0 Edge of Network Architecture: Production Reference
Sparkplug B 3.0 edge of network architecture for production IIoT — topic namespaces, primary/secondary hosts, store-and-forward, MQTT 5 mapping, and 2026 deployment patterns.
OPC UA PubSub over MQTT 5: A Production Implementation Tutorial
Step-by-step OPC UA PubSub over MQTT 5 implementation — DataSetMessage mapping, JSON vs UADP, security profiles, and a working aiomqtt + asyncua tutorial for 2026.