The challenges of running multi-cloud Kubernetes setups, such as managing infrastructure, networking, application deployment, compatibility, operational complexity, compliance and security, and cost management, can be significant. To mitigate these issues, teams can adopt strategies like using Infrastructure-as-Code tools, cloud provider-independent APIs, GitOps processes, observability solutions, centralized authentication and authorization mechanisms, and cost optimization tools to ensure smooth operations across multiple cloud providers.