The Hidden Cost of Horizontal Scaling: Duplicate Work, Stale State, and Noisy Failures

Imagine you're the engineer at Notion the week traffic doubles. The fix looks obvious: the single app server is maxed out, so you spin up nine more behind a load balancer. Ten instances instead of one