Blog
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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 change that.
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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... -

FlowFuse 2.27: Integrated Editor in Remote Instances & Context-Aware FlowFuse Expert
FlowFuse 2.27 tightens the development loop for Remote instances and makes FlowFuse Expert more aware of what is actually running... -

Event-Driven Architecture: 99% of Your System Requests Are Worthless
Nearly 99% of the requests your manufacturing systems make return the same answer: nothing changed. The 1% that matter? You...
