Dec 1, 2025 · 2 min read · In CNC monitoring, raw machine signals are unreliable. Spikes, unstable transitions, timestamp errors, and missing fields can break your analytics — especially OEE. So in Blog #11, I explain how I built a full CNC Data Validation Layer that cleans an...
Join discussionNov 27, 2025 · 2 min read · One of the biggest insights I’ve gained while developing my CNC Data Monitoring & OEE Tracking System is that real-time automation isn’t just about reading machine data — it’s about understanding it. Hashnode readers know this well:Data without intel...
Join discussion
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 ...
Join discussion