Understand change impact across distributed teams and complex systems at scale
Surface hidden dependencies across cloud, on-prem, and shared network boundaries
Map real service dependencies and predict how changes ripple before release
Solutions
When scale outpaces understanding
Why change behaves differently in hybrid systems
Why cloud changes are hard to anticipate