diff --git a/pkg/extract/pod_spec.go b/pkg/extract/pod_spec.go
index c799e9042..57a1def65 100644
--- a/pkg/extract/pod_spec.go
+++ b/pkg/extract/pod_spec.go
@@ -59,6 +59,8 @@ func Selector(obj k8sutil.Object) (*metaV1.LabelSelector, bool) {
 	switch obj := obj.(type) {
 	case *ocsAppsV1.DeploymentConfig:
 		return &metaV1.LabelSelector{MatchLabels: obj.Spec.Selector}, true
+	case *coreV1.ReplicationController:
+		return &metaV1.LabelSelector{MatchLabels: obj.Spec.Selector}, true
 	case *batchV1Beta1.CronJob:
 		return obj.Spec.JobTemplate.Spec.Selector, true
 	case *batchV1.CronJob:
diff --git a/pkg/extract/pod_spec_test.go b/pkg/extract/pod_spec_test.go
new file mode 100644
index 000000000..47e866ba4
--- /dev/null
+++ b/pkg/extract/pod_spec_test.go
@@ -0,0 +1,33 @@
+package extract
+
+import (
+	"reflect"
+	"testing"
+
+	coreV1 "k8s.io/api/core/v1"
+	metaV1 "k8s.io/apimachinery/pkg/apis/meta/v1"
+)
+
+func TestSelectorExtractsReplicationControllerSelector(t *testing.T) {
+	rc := &coreV1.ReplicationController{
+		Spec: coreV1.ReplicationControllerSpec{
+			Selector: map[string]string{
+				"app": "web",
+			},
+		},
+	}
+
+	selector, found := Selector(rc)
+	if !found {
+		t.Fatal("expected selector to be found")
+	}
+
+	expected := &metaV1.LabelSelector{
+		MatchLabels: map[string]string{
+			"app": "web",
+		},
+	}
+	if !reflect.DeepEqual(selector, expected) {
+		t.Fatalf("expected selector %#v, got %#v", expected, selector)
+	}
+}