diff --git a/test/infrastructure/docker/exp/internal/webhooks/doc.go b/test/infrastructure/docker/exp/internal/webhooks/doc.go
new file mode 100644
index 000000000000..7732f4d31b5f
--- /dev/null
+++ b/test/infrastructure/docker/exp/internal/webhooks/doc.go
@@ -0,0 +1,18 @@
+/*
+Copyright 2023 The Kubernetes Authors.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+*/
+
+// Package webhooks implements docker infrastructure exp webhooks.
+package webhooks
diff --git a/test/infrastructure/docker/exp/api/v1beta1/dockermachinepool_webhook.go b/test/infrastructure/docker/exp/internal/webhooks/dockermachinepool_webhook.go
similarity index 74%
rename from test/infrastructure/docker/exp/api/v1beta1/dockermachinepool_webhook.go
rename to test/infrastructure/docker/exp/internal/webhooks/dockermachinepool_webhook.go
index a6ffc3bbdaf1..0f5a674fb8c6 100644
--- a/test/infrastructure/docker/exp/api/v1beta1/dockermachinepool_webhook.go
+++ b/test/infrastructure/docker/exp/internal/webhooks/dockermachinepool_webhook.go
@@ -14,14 +14,19 @@ See the License for the specific language governing permissions and
 limitations under the License.
 */
 
-package v1beta1
+package webhooks
 
 import (
 	ctrl "sigs.k8s.io/controller-runtime"
+
+	infraexpv1 "sigs.k8s.io/cluster-api/test/infrastructure/docker/exp/api/v1beta1"
 )
 
+// DockerMachinePool implements a validating and defaulting webhook for DockerMachinePool.
+type DockerMachinePool struct{}
+
 func (c *DockerMachinePool) SetupWebhookWithManager(mgr ctrl.Manager) error {
 	return ctrl.NewWebhookManagedBy(mgr).
-		For(c).
+		For(&infraexpv1.DockerMachinePool{}).
 		Complete()
 }
diff --git a/test/infrastructure/docker/exp/webhooks/alias.go b/test/infrastructure/docker/exp/webhooks/alias.go
new file mode 100644
index 000000000000..88f6e9ad980c
--- /dev/null
+++ b/test/infrastructure/docker/exp/webhooks/alias.go
@@ -0,0 +1,31 @@
+/*
+Copyright 2023 The Kubernetes Authors.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+*/
+
+package webhooks
+
+import (
+	ctrl "sigs.k8s.io/controller-runtime"
+
+	"sigs.k8s.io/cluster-api/test/infrastructure/docker/exp/internal/webhooks"
+)
+
+// DockerMachinePool implements a validating and defaulting webhook for DockerMachinePool.
+type DockerMachinePool struct{}
+
+// SetupWebhookWithManager sets up DockerMachinePool webhooks.
+func (webhook *DockerMachinePool) SetupWebhookWithManager(mgr ctrl.Manager) error {
+	return (&webhooks.DockerMachinePool{}).SetupWebhookWithManager(mgr)
+}
diff --git a/test/infrastructure/docker/exp/webhooks/doc.go b/test/infrastructure/docker/exp/webhooks/doc.go
new file mode 100644
index 000000000000..a24820761de0
--- /dev/null
+++ b/test/infrastructure/docker/exp/webhooks/doc.go
@@ -0,0 +1,18 @@
+/*
+Copyright 2023 The Kubernetes Authors.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+*/
+
+// Package webhooks contains docker infrastructure experimental webhook implementations for some of our API types.
+package webhooks
diff --git a/test/infrastructure/docker/main.go b/test/infrastructure/docker/main.go
index 526a39387d26..15b0ca43b70d 100644
--- a/test/infrastructure/docker/main.go
+++ b/test/infrastructure/docker/main.go
@@ -55,6 +55,7 @@ import (
 	infraexpv1alpha4 "sigs.k8s.io/cluster-api/test/infrastructure/docker/exp/api/v1alpha4"
 	infraexpv1 "sigs.k8s.io/cluster-api/test/infrastructure/docker/exp/api/v1beta1"
 	expcontrollers "sigs.k8s.io/cluster-api/test/infrastructure/docker/exp/controllers"
+	"sigs.k8s.io/cluster-api/test/infrastructure/docker/exp/webhooks"
 	"sigs.k8s.io/cluster-api/util/flags"
 	"sigs.k8s.io/cluster-api/version"
 )
@@ -377,7 +378,7 @@ func setupWebhooks(mgr ctrl.Manager) {
 	}
 
 	if feature.Gates.Enabled(feature.MachinePool) {
-		if err := (&infraexpv1.DockerMachinePool{}).SetupWebhookWithManager(mgr); err != nil {
+		if err := (&webhooks.DockerMachinePool{}).SetupWebhookWithManager(mgr); err != nil {
 			setupLog.Error(err, "unable to create webhook", "webhook", "DockerMachinePool")
 			os.Exit(1)
 		}