Industrial IoT (IIoT): Sensors, Connectivity, and Predictive Maintenance Data
A SCADA system tells an operator what's happening right now. It was never built to hold five years of vibration readings so a data scientist can predict the next failure. What IIoT actually is, and how it differs from SCADA.
July 22, 2026 ·
3 min read ·
SCMEP Training Team ·
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A SCADA system was built to tell an operator what’s
happening on the floor right now. It was never built to hold five years
of vibration readings from every bearing in the plant so a data
scientist can model when the next one will fail. That’s the gap
Industrial IoT sensors and platforms exist to fill.
What IIoT actually is
Industrial IoT is the application of internet-connected sensors,
devices, and analytics platforms to industrial equipment and processes.
A typical IIoT deployment adds low-cost wireless sensors — vibration,
temperature, pressure, current draw — to assets that were never wired
into a traditional control system, then streams that data to a cloud
or on-premise platform where it can be aggregated, visualized, and
analyzed across an entire fleet of machines rather than one line at a
time.
How IIoT differs from SCADA
IIoT vs. SCADA
System
Primary purpose
SCADA
Real-time supervisory control and monitoring of a specific process or line
IIoT
Broad data collection and analytics across assets, often for predictive maintenance and enterprise-wide visibility
See our related guide on SCADA
systems for how supervisory control relates to PLC programming.
IIoT platforms typically use lightweight, internet-friendly protocols
like MQTT and OPC-UA rather than the fieldbus protocols traditional
control systems rely on, which is part of why IIoT sensors can often be
retrofitted onto older equipment without touching its existing control
wiring at all.
Where IIoT data actually gets used
The most common IIoT use cases feed directly into predictive
maintenance and energy management programs: continuous vibration and
temperature trending that supplements periodic manual readings, asset
utilization tracking, and facility-wide energy monitoring tied to ISO
50001 programs. The value isn’t the sensor itself — it’s turning
scattered, periodic manual readings into continuous data a team can
actually act on before a failure happens.
The IT/OT security tradeoff
Connecting previously isolated equipment to the internet expands the
attack surface that has to be defended, which is why IIoT deployments
are increasingly treated as a cybersecurity decision, not just an
operations one — particularly for defense manufacturers already
managing CMMC requirements around Controlled Unclassified Information.
Industrial IoT is the application of internet-connected sensors, devices, and analytics platforms to industrial equipment, streaming data like vibration, temperature, and pressure to cloud or on-premise systems for aggregation and analysis.
How does IIoT differ from SCADA?
SCADA provides real-time supervisory control and monitoring of a specific process or line. IIoT is generally used for broader data collection and analytics across many assets, often supporting predictive maintenance and enterprise-wide visibility.
What protocols do IIoT platforms typically use?
IIoT platforms commonly use lightweight, internet-friendly protocols like MQTT and OPC-UA rather than traditional fieldbus protocols, which makes it easier to retrofit sensors onto older equipment without touching existing control wiring.
What are common IIoT use cases in manufacturing?
Common use cases include continuous vibration and temperature trending for predictive maintenance, asset utilization tracking, and facility-wide energy monitoring tied to programs like ISO 50001.
South Carolina Manufacturing Extension Partnership has delivered manufacturing training to South Carolina manufacturers since 1989. Articles are produced and reviewed by SCMEP's training team.