Case Study Automating Infrastructure: Smarter Ops, Fewer Incidents The situation At a large-scale tech company with a sprawling data platform, compute was being provisioned to services manually—and it showed. Lifecycle management was mostly done by hand. No automation, no guardrails, just tribal knowledge and fingers crossed. That setup worked—until it didn’t. Human errors led […]