diff --git a/parser/internal/hpa.go b/parser/internal/hpa.go
index a32c4e7d..bd619d18 100644
--- a/parser/internal/hpa.go
+++ b/parser/internal/hpa.go
@@ -2,6 +2,7 @@ package internal
 
 import (
 	autoscalingv1 "k8s.io/api/autoscaling/v1"
+	autoscalingv2 "k8s.io/api/autoscaling/v2"
 	autoscalingv2beta1 "k8s.io/api/autoscaling/v2beta1"
 	autoscalingv2beta2 "k8s.io/api/autoscaling/v2beta2"
 	metav1 "k8s.io/apimachinery/pkg/apis/meta/v1"
@@ -71,3 +72,24 @@ func (d HPAv2beta2) GetObjectMeta() metav1.ObjectMeta {
 func (d HPAv2beta2) HpaTarget() autoscalingv1.CrossVersionObjectReference {
 	return autoscalingv1.CrossVersionObjectReference(d.Spec.ScaleTargetRef)
 }
+
+type HPAv2 struct {
+	autoscalingv2.HorizontalPodAutoscaler
+	Location ks.FileLocation
+}
+
+func (d HPAv2) FileLocation() ks.FileLocation {
+	return d.Location
+}
+
+func (d HPAv2) GetTypeMeta() metav1.TypeMeta {
+	return d.TypeMeta
+}
+
+func (d HPAv2) GetObjectMeta() metav1.ObjectMeta {
+	return d.ObjectMeta
+}
+
+func (d HPAv2) HpaTarget() autoscalingv1.CrossVersionObjectReference {
+	return autoscalingv1.CrossVersionObjectReference(d.Spec.ScaleTargetRef)
+}
diff --git a/parser/parse.go b/parser/parse.go
index f1ae9bbb..601ae82f 100644
--- a/parser/parse.go
+++ b/parser/parse.go
@@ -12,6 +12,7 @@ import (
 	appsv1beta1 "k8s.io/api/apps/v1beta1"
 	appsv1beta2 "k8s.io/api/apps/v1beta2"
 	autoscalingv1 "k8s.io/api/autoscaling/v1"
+	autoscalingv2 "k8s.io/api/autoscaling/v2"
 	autoscalingv2beta1 "k8s.io/api/autoscaling/v2beta1"
 	autoscalingv2beta2 "k8s.io/api/autoscaling/v2beta2"
 	batchv1 "k8s.io/api/batch/v1"
@@ -409,6 +410,13 @@ func (p *Parser) decodeItem(cnf config.Configuration, s *parsedObjects, detected
 			FileLocationer: h,
 		})
 
+	case autoscalingv2.SchemeGroupVersion.WithKind("HorizontalPodAutoscaler"):
+		var hpa autoscalingv2.HorizontalPodAutoscaler
+		errs.AddIfErr(p.decode(fileContents, &hpa))
+		h := internal.HPAv2{HorizontalPodAutoscaler: hpa, Location: fileLocation}
+		s.hpaTargeters = append(s.hpaTargeters, h)
+		s.bothMetas = append(s.bothMetas, ks.BothMeta{TypeMeta: hpa.TypeMeta, ObjectMeta: hpa.ObjectMeta, FileLocationer: h})
+
 	default:
 		if cnf.VerboseOutput > 1 {
 			log.Printf("Unknown datatype: %s", detectedVersion.String())
diff --git a/score/hpa_test.go b/score/hpa_test.go
index 110323ef..6b0307ac 100644
--- a/score/hpa_test.go
+++ b/score/hpa_test.go
@@ -6,9 +6,14 @@ import (
 	"github.com/zegl/kube-score/scorecard"
 )
 
-func TestHorizontalPodAutoscalerTargetsDeployment(t *testing.T) {
+func TestHorizontalPodAutoscalerV1TargetsDeployment(t *testing.T) {
 	t.Parallel()
-	testExpectedScore(t, "hpa-targets-deployment.yaml", "HorizontalPodAutoscaler has target", scorecard.GradeAllOK)
+	testExpectedScore(t, "hpa-autoscalingv1-targets-deployment.yaml", "HorizontalPodAutoscaler has target", scorecard.GradeAllOK)
+}
+
+func TestHorizontalPodAutoscalerV2TargetsDeployment(t *testing.T) {
+	t.Parallel()
+	testExpectedScore(t, "hpa-autoscalingv2-targets-deployment.yaml", "HorizontalPodAutoscaler has target", scorecard.GradeAllOK)
 }
 
 func TestHorizontalPodAutoscalerHasNoTarget(t *testing.T) {
diff --git a/score/testdata/hpa-targets-deployment.yaml b/score/testdata/hpa-autoscalingv1-targets-deployment.yaml
similarity index 100%
rename from score/testdata/hpa-targets-deployment.yaml
rename to score/testdata/hpa-autoscalingv1-targets-deployment.yaml
diff --git a/score/testdata/hpa-autoscalingv2-targets-deployment.yaml b/score/testdata/hpa-autoscalingv2-targets-deployment.yaml
new file mode 100644
index 00000000..9a7c03cf
--- /dev/null
+++ b/score/testdata/hpa-autoscalingv2-targets-deployment.yaml
@@ -0,0 +1,31 @@
+apiVersion: autoscaling/v2
+kind: HorizontalPodAutoscaler
+metadata:
+  name: php-apache
+  namespace: default
+spec:
+  scaleTargetRef:
+    apiVersion: apps/v1
+    kind: Deployment
+    name: php-apache
+  minReplicas: 1
+  maxReplicas: 10
+  metrics:
+    - type: Resource
+      resource:
+        name: cpu
+        target:
+          type: Utilization
+          averageUtilization: 50
+---
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: php-apache
+  namespace: default
+spec:
+  template:
+    spec:
+      containers:
+        - name: foo
+          image: foo:latest
\ No newline at end of file