Help! I need to change the pod CIDR in my Kubernetes cluster

Your Docker EE Kubernetes cluster has been working great for months, but you just found out that the IP address range you are using for your pods conflicts with some of your corporate server addresses. How can you change the pod CIDR range your cluster uses without breaking everything?