When Sneha Palvai first began working with large-scale infrastructure systems, cloud automation was still evolving into what it is today. Deployments were often manual, documentation was scattered, and security checks came late in the process — sometimes too late. Over time, she noticed a pattern: most incidents weren’t caused by dramatic cyberattacks, but by small configuration gaps that quietly went unnoticed.