Blog
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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 choice, when the real question is simpler and more useful: what does this specific workload actually require?
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How to Connect to Beckhoff TwinCAT PLC Using ADS (2026)
Learn how to connect Beckhoff TwinCAT to FlowFuse using ADS. This guide covers AMS routing, TwinCAT software PLC setup, and reading and writing PLC variables with node-red-contrib-ads-client. -
FlowFuse 2.28: Troubleshoot Faster, Manage Edge Devices Centrally, and More Self-Hosted Flexibility
FlowFuse 2.28 lets you troubleshoot flows faster with debug log context in FlowFuse Expert, manage Remote Instances centrally with Node.js options and payload configuration, and gives self-hosted users more deployment flexibility. -
The Last Mile Problem in Industrial AI
Your AI pilot passed every test and stalled before production. Here is why that keeps happening, and what it actually takes to stop it. -
How to Stop Silent Pipeline Failures From Swallowing Your IIoT Data
Most IIoT pipelines fail quietly. No record, no alert, no way to know what was lost. This guide shows you how to build a fault-tolerant data pipeline that catches every failure, retries intelligently, and gives you full visibility into what went wrong, when it happened, and how to fix it. -
The Bus Factor Problem in Integration Systems
Learn how integration systems quietly become one-person knowledge traps — and what it actually takes to fix it. -
Edge AI Is 80% Plumbing, 20% Intelligence
Learn how manufacturers are turning Edge AI pilots into production reality — and why the plumbing matters more than the model. -
How to Build an MQTT-to-InfluxDB Data Pipeline (2026)
Learn how to build a reliable MQTT-to-InfluxDB data pipeline using FlowFuse and Node-RED. No custom scripts, no glue code, just a visual flow that is easy to maintain and hand off. -
Building an AI Vibration Anomaly Detector for Industrial Motors
Learn how to monitor industrial motors continuously, train a custom autoencoder on healthy vibration data, and deploy real-time anomaly detection in Node-RED. -
Modbus TCP vs Modbus RTU: Reliability, Latency, and Failure Modes
A practical engineering guide to choosing between Modbus RTU and Modbus TCP, covering real latency numbers, failure modes that hide in plain sight, and how each protocol behaves when things go wrong. -
CAN Bus Tutorial: Connect to Dashboards, Cloud, and Industrial Systems
Learn how to set up SocketCAN on Linux, configure CAN interfaces, and build CAN bus applications using FlowFuse's visual programming platform. -
FlowFuse 2.27: Integrated Editor in Remote Instances & Context-Aware FlowFuse Expert
FlowFuse 2.27 improves Remote workflows, simplifies rollback in developer mode, enhances FlowFuse Expert with live context, and introduces rolling restarts for HA Hosted instances. -
Event-Driven Architecture: 99% of Your System Requests Are Worthless
Learn how Event-Driven Architecture enables real-time responsiveness in manufacturing by allowing systems to react instantly to production events, replacing traditional request-response models with automated, parallel processing. -
Shop Floor AI: Dead on Arrival Without This
Industrial AI doesn't fail because of bad models - it fails because of bad architecture. Discover why signals need context and how a Unified Namespace makes AI work on the shop floor. -
Mapping MTConnect Streams for Dashboard Visualization
Learn how to connect FlowFuse to MTConnect agents, parse machine data streams, and build real-time manufacturing dashboards without custom code. -
MQTT vs CoAP: Measure Your Constraints or Pick Wrong
Learn whether MQTT or CoAP fits your IoT deployment. Learn how device constraints, power budgets, and network architecture determine the right protocol for reliable, efficient IoT systems. -
Agentic AI Reads OPC UA Servers So You Don't Have To
Learn how agentic AI transforms OPC UA server investigations—automating data access, analysis, and root cause detection to turn hours of manual work into minutes. -
Why Modbus Refuses to Die
Learn why Modbus, a 47-year-old protocol with zero security, still dominates industrial automation despite billions invested in modern alternatives -
MQTT vs OPC UA: Why This Question Never Has a Straight Answer
MQTT vs OPC UA isn't a real choice; they solve different problems. Learn when to use each protocol based on your actual requirements, not vendor marketing.