Supply chain risks in Kubernetes are concerning because compromised container images or vulnerable dependencies can propagate across the entire cluster. Attackers can exploit supply chain weaknesses to inject malicious code, leading to data breaches, system compromise, or unauthorized access to critical resources. Proper security measures and image validation are crucial to mitigate these risks.