Factory automation / Articles
Factory automation, explained with numbers.
Practical guides on the labour crunch, robotics ROI, and where to start automating a Malaysian factory floor. Straight from CODETRACE engineers in Selangor — the trade-offs vendors don't put in brochures.
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What Factory Automation Replaces: A Station-by-Station Breakdown
Automation doesn't remove jobs, it removes stations. A walk down the line — handling, conveyor, packing, palletizing, wrapping, inspection — showing what a machine takes over at each one, and the numbers it returns. Global robot density has doubled since 2017; material-handling cells pay back in 10 to 18 months.
02Buying guideTurnkey Line vs Standalone Machine vs Cell: What You're Actually Buying
Three words for three different things you can buy. A standalone machine, a pre-integrated cell, a full turnkey line — and why the real difference isn't size, it's how much integration risk you keep versus hand to one accountable team.
03Labour & automationThe Workers Aren't Coming Back. It's Time to Automate the Line
The RM1,700 minimum wage, 130,000 foreign workers being cut, and a shrinking local pool. Why you can't hire the shortage away, what automation actually replaces, and how a Selangor factory starts without betting the whole plant.
04Getting startedHow to Automate Your Factory Without Betting the Whole Plant
Start with one process, not the whole plant. The five-step path from first bottleneck to running cell, how to pick which process to automate first, and the four numbers that decide whether it paid off.
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