diff --git a/cmd/relayproxy/helm-charts/relay-proxy/templates/hpa.yaml b/cmd/relayproxy/helm-charts/relay-proxy/templates/hpa.yaml
index cf0159e0b6f..070847f17b6 100644
--- a/cmd/relayproxy/helm-charts/relay-proxy/templates/hpa.yaml
+++ b/cmd/relayproxy/helm-charts/relay-proxy/templates/hpa.yaml
@@ -1,5 +1,5 @@
 {{- if .Values.autoscaling.enabled }}
-apiVersion: autoscaling/v2beta1
+apiVersion: {{ ternary "autoscaling/v2" "autoscaling/v2beta1" (.Capabilities.APIVersions.Has "autoscaling/v2") }}
 kind: HorizontalPodAutoscaler
 metadata:
   name: {{ include "relay-proxy.fullname" . }}