Problem & Outcome

Engineering teams relied on ad-hoc scripts and manual steps for deployments, resulting in inconsistent environments and frequent configuration drift.

Each team built their own CI/CD pipelines from scratch, creating maintenance burden and knowledge silos across the organization.

When incidents occurred, engineers spent hours manually tracing logs across multiple systems before identifying the root cause.