diff --git a/pkg/popeye.go b/pkg/popeye.go
index 86e41331..08511e8d 100644
--- a/pkg/popeye.go
+++ b/pkg/popeye.go
@@ -128,7 +128,6 @@ func (p *Popeye) scannedGVRs(rev *client.Revision) []string {
 		"apps/v1/statefulsets",
 		"policy/v1beta1/podsecuritypolicies",
 		"networking.k8s.io/v1/networkpolicies",
-		"autoscaling/v1/horizontalpodautoscalers",
 		"rbac.authorization.k8s.io/v1/clusterroles",
 		"rbac.authorization.k8s.io/v1/clusterrolebindings",
 		"rbac.authorization.k8s.io/v1/roles",
@@ -145,6 +144,11 @@ func (p *Popeye) scannedGVRs(rev *client.Revision) []string {
 	} else {
 		mm = append(mm, "policy/v1beta1/poddisruptionbudgets")
 	}
+	if rev.Minor >= 23 {
+		mm = append(mm, "autoscaling/v2/horizontalpodautoscalers")
+	} else {
+		mm = append(mm, "autoscaling/v1/horizontalpodautoscalers")
+	}
 
 	return mm
 }