
Why Automation Fails at Scale & How to Fix It
Why Your Automation Fails at 60 Profiles (And the Architecture That Reaches 600) Most automation systems don’t fail because of bad scripts. They fail because their architecture silently collapses under scale. Many teams report the same pattern: Everything works fine at 10–30 profiles Instability appears around 50–60 Beyond that, bans, timeouts, and “suspicious activity” flags explode This article explains why that ceiling exists — and what actually changes in architectures that break through it. ...
