Cloud agnostic architecture enables applications to migrate seamlessly across various cloud platforms, offering freedom from vendor lock-in and flexibility in provider choice. It involves using containerized workloads and Kubernetes for service deployment but poses challenges such as building custom data centers and potential limitations in service capabilities. Effective strategies include adopting a loosely coupled architecture and having a clear exit strategy to mitigate risks of vendor dependence.