Blog
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The Real Cost of Over-Engineered Industrial Systems
There is a system in your facility that your best engineer knows not to touch.
Not because it's dangerous. Because the last time someone touched it, a three-hour troubleshooting session ended with a call to an integrator who no longer works at the company that built it. The system came back up. Nobody knows exactly what fixed it. The incident report says "configuration restored" and leaves it there.
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Most Modbus Polling Setups Are Wrong — Here's How to Fix Yours
Modbus polling looks simple. It is simple. That's the problem. You set a scan rate, point it at a device, start... -
Why OPC UA Is Not Replacing Modbus (Yet)
OPC UA has every technical advantage. Modbus is still winning. Here's why the replacement hasn't happened and what would actually... -
How to Parse Binary Data from Serial Devices
Your device is sending bytes. You don't know what they mean. The device manual is a 40-page PDF from 2003,... -
Rethinking Edge AI's Core Orchestration
How AI-driven edge connectivity is redefining industrial operations, bridging IT and OT, and turning AI pilots into scalable, real-world impact. -
5 Places Smart Factories Are Already Using AI
The factory floor wasn't exactly an early adopter of artificial intelligence. -
FlowFuse Enterprise: More Power, More Confidence
Manufacturing teams using FlowFuse are running industrial applications at scale — across plants, teams, and environments. As that scale grows,... -
How to Monitor Industrial Network Health Using SNMP
Industrial networks fail quietly. A saturated uplink, a flapping interface, or a device nearing its resource ceiling degrades silently until... -
Edge vs Cloud AI in Manufacturing: Where Each Actually Belongs
Most industrial AI deployments are built around the wrong question. "Edge or cloud?" treats a deployment decision as a binary... -
How to Connect to Beckhoff TwinCAT PLC Using ADS (2026)
Beckhoff TwinCAT is one of the most widely deployed PLC platforms in industrial automation. ADS, its native communication protocol, gives... -
FlowFuse 2.28: Troubleshoot Faster, Manage Edge Devices Centrally, and More Self-Hosted Flexibility
FlowFuse 2.28 focuses on making your day-to-day work faster and giving you more control — whether you are debugging a... -
The Last Mile Problem in Industrial AI
There is a slide that lives in almost every industrial AI project deck. On the left: data collection, model training, validation.... -
How to Stop Silent Pipeline Failures From Swallowing Your IIoT Data
Somewhere in your IIoT pipeline, a message just failed. You don't know which one. You don't know when. And unless... -
The Bus Factor Problem in Integration Systems
The bus factor is a simple idea. If one person leaves your team, how much breaks? If the answer is... -
Edge AI Is 80% Plumbing, 20% Intelligence
The model is the easy part. I know that is not what you were told. But it is true, and... -
How to Build an MQTT-to-InfluxDB Data Pipeline (2026)
An MQTT to InfluxDB is one of the most common and most critical pipelines in IIoT. Every timestamped telemetry event... -
Building an AI Vibration Anomaly Detector for Industrial Motors
Bearing wear, shaft misalignment, and imbalance don't appear overnight. They develop over days or weeks, leaving a clear trail in... -
Modbus TCP vs Modbus RTU: Reliability, Latency, and Failure Modes
Modbus shipped in 1979. It has outlasted every protocol that was meant to replace it, survived the transition from relay... -
CAN Bus Tutorial: Connect to Dashboards, Cloud, and Industrial Systems
If you work with vehicles, industrial automation, or embedded systems, you've likely encountered CAN bus, the communication backbone that connects...
