Dec 2, 2025 · 4 min read · How I transformed raw CNC machine events into utilization metrics, downtime insights, performance dashboards, and predictive indicators. Introduction — When Clean Data Isn’t Enough Anymore After fixing signal noise, stabilizing PLC inputs, and build...
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Nov 26, 2025 · 5 min read · How I mapped the full signal pathway—from CNC → PLC → Modbus → Node-RED → n8n → Express.js → MongoDB → Web App Introduction Until this stage of the project, most of my effort was spent learning individual tools: PLC basics, Modbus registers, Node-RE...
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Nov 25, 2025 · 6 min read · Modern factories are moving toward automated, data-driven workflows but most SMEs still struggle with real-time CNC monitoring.To fix this, I built a complete pipeline: CNC → PLC → Modbus → Node-RED → n8n → Express.js → MongoDB → React Dashboard This...
Join discussionNov 23, 2025 · 3 min read · Most CNC systems generate valuable operational signals, but accessing them reliably and converting them into real-time insights requires a structured automation pipeline. In this blog, I’m breaking down the exact architecture I built to automate CNC ...
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