diff --git a/artifacts/deploy/cluster.karmada.io_clusters.yaml b/artifacts/crds/bases/cluster.karmada.io_clusters.yaml
similarity index 100%
rename from artifacts/deploy/cluster.karmada.io_clusters.yaml
rename to artifacts/crds/bases/cluster.karmada.io_clusters.yaml
diff --git a/artifacts/deploy/multicluster.x-k8s.io_serviceexports.yaml b/artifacts/crds/bases/multicluster.x-k8s.io_serviceexports.yaml
similarity index 100%
rename from artifacts/deploy/multicluster.x-k8s.io_serviceexports.yaml
rename to artifacts/crds/bases/multicluster.x-k8s.io_serviceexports.yaml
diff --git a/artifacts/deploy/multicluster.x-k8s.io_serviceimports.yaml b/artifacts/crds/bases/multicluster.x-k8s.io_serviceimports.yaml
similarity index 100%
rename from artifacts/deploy/multicluster.x-k8s.io_serviceimports.yaml
rename to artifacts/crds/bases/multicluster.x-k8s.io_serviceimports.yaml
diff --git a/artifacts/deploy/policy.karmada.io_clusteroverridepolicies.yaml b/artifacts/crds/bases/policy.karmada.io_clusteroverridepolicies.yaml
similarity index 100%
rename from artifacts/deploy/policy.karmada.io_clusteroverridepolicies.yaml
rename to artifacts/crds/bases/policy.karmada.io_clusteroverridepolicies.yaml
diff --git a/artifacts/deploy/policy.karmada.io_clusterpropagationpolicies.yaml b/artifacts/crds/bases/policy.karmada.io_clusterpropagationpolicies.yaml
similarity index 100%
rename from artifacts/deploy/policy.karmada.io_clusterpropagationpolicies.yaml
rename to artifacts/crds/bases/policy.karmada.io_clusterpropagationpolicies.yaml
diff --git a/artifacts/deploy/policy.karmada.io_overridepolicies.yaml b/artifacts/crds/bases/policy.karmada.io_overridepolicies.yaml
similarity index 100%
rename from artifacts/deploy/policy.karmada.io_overridepolicies.yaml
rename to artifacts/crds/bases/policy.karmada.io_overridepolicies.yaml
diff --git a/artifacts/deploy/policy.karmada.io_propagationpolicies.yaml b/artifacts/crds/bases/policy.karmada.io_propagationpolicies.yaml
similarity index 100%
rename from artifacts/deploy/policy.karmada.io_propagationpolicies.yaml
rename to artifacts/crds/bases/policy.karmada.io_propagationpolicies.yaml
diff --git a/artifacts/deploy/policy.karmada.io_replicaschedulingpolicies.yaml b/artifacts/crds/bases/policy.karmada.io_replicaschedulingpolicies.yaml
similarity index 100%
rename from artifacts/deploy/policy.karmada.io_replicaschedulingpolicies.yaml
rename to artifacts/crds/bases/policy.karmada.io_replicaschedulingpolicies.yaml
diff --git a/artifacts/deploy/work.karmada.io_clusterresourcebindings.yaml b/artifacts/crds/bases/work.karmada.io_clusterresourcebindings.yaml
similarity index 100%
rename from artifacts/deploy/work.karmada.io_clusterresourcebindings.yaml
rename to artifacts/crds/bases/work.karmada.io_clusterresourcebindings.yaml
diff --git a/artifacts/deploy/work.karmada.io_resourcebindings.yaml b/artifacts/crds/bases/work.karmada.io_resourcebindings.yaml
similarity index 100%
rename from artifacts/deploy/work.karmada.io_resourcebindings.yaml
rename to artifacts/crds/bases/work.karmada.io_resourcebindings.yaml
diff --git a/artifacts/deploy/work.karmada.io_works.yaml b/artifacts/crds/bases/work.karmada.io_works.yaml
similarity index 100%
rename from artifacts/deploy/work.karmada.io_works.yaml
rename to artifacts/crds/bases/work.karmada.io_works.yaml
diff --git a/hack/deploy-karmada.sh b/hack/deploy-karmada.sh
index 82d449c0c..4cce3d1d4 100755
--- a/hack/deploy-karmada.sh
+++ b/hack/deploy-karmada.sh
@@ -103,17 +103,17 @@ function generate_cert_secret {
 # install Karmada's APIs
 function installCRDs() {
     kubectl apply -f "${REPO_ROOT}/artifacts/deploy/namespace.yaml"
-    kubectl apply -f "${REPO_ROOT}/artifacts/deploy/cluster.karmada.io_clusters.yaml"
-    kubectl apply -f "${REPO_ROOT}/artifacts/deploy/policy.karmada.io_propagationpolicies.yaml"
-    kubectl apply -f "${REPO_ROOT}/artifacts/deploy/policy.karmada.io_clusterpropagationpolicies.yaml"
-    kubectl apply -f "${REPO_ROOT}/artifacts/deploy/policy.karmada.io_overridepolicies.yaml"
-    kubectl apply -f "${REPO_ROOT}/artifacts/deploy/policy.karmada.io_clusteroverridepolicies.yaml"
-    kubectl apply -f "${REPO_ROOT}/artifacts/deploy/policy.karmada.io_replicaschedulingpolicies.yaml"
-    kubectl apply -f "${REPO_ROOT}/artifacts/deploy/work.karmada.io_works.yaml"
-    kubectl apply -f "${REPO_ROOT}/artifacts/deploy/work.karmada.io_resourcebindings.yaml"
-    kubectl apply -f "${REPO_ROOT}/artifacts/deploy/work.karmada.io_clusterresourcebindings.yaml"
-    kubectl apply -f "${REPO_ROOT}/artifacts/deploy/multicluster.x-k8s.io_serviceexports.yaml"
-    kubectl apply -f "${REPO_ROOT}/artifacts/deploy/multicluster.x-k8s.io_serviceimports.yaml"
+    kubectl apply -f "${REPO_ROOT}/artifacts/crds/bases/cluster.karmada.io_clusters.yaml"
+    kubectl apply -f "${REPO_ROOT}/artifacts/crds/bases/policy.karmada.io_propagationpolicies.yaml"
+    kubectl apply -f "${REPO_ROOT}/artifacts/crds/bases/policy.karmada.io_clusterpropagationpolicies.yaml"
+    kubectl apply -f "${REPO_ROOT}/artifacts/crds/bases/policy.karmada.io_overridepolicies.yaml"
+    kubectl apply -f "${REPO_ROOT}/artifacts/crds/bases/policy.karmada.io_clusteroverridepolicies.yaml"
+    kubectl apply -f "${REPO_ROOT}/artifacts/crds/bases/policy.karmada.io_replicaschedulingpolicies.yaml"
+    kubectl apply -f "${REPO_ROOT}/artifacts/crds/bases/work.karmada.io_works.yaml"
+    kubectl apply -f "${REPO_ROOT}/artifacts/crds/bases/work.karmada.io_resourcebindings.yaml"
+    kubectl apply -f "${REPO_ROOT}/artifacts/crds/bases/work.karmada.io_clusterresourcebindings.yaml"
+    kubectl apply -f "${REPO_ROOT}/artifacts/crds/bases/multicluster.x-k8s.io_serviceexports.yaml"
+    kubectl apply -f "${REPO_ROOT}/artifacts/crds/bases/multicluster.x-k8s.io_serviceimports.yaml"
 }
 
 # generate cert
diff --git a/hack/update-crdgen.sh b/hack/update-crdgen.sh
index c77317f88..b9754ebbe 100755
--- a/hack/update-crdgen.sh
+++ b/hack/update-crdgen.sh
@@ -11,4 +11,5 @@ source hack/util.sh
 
 echo "Generating with controller-gen"
 util::install_tools ${CONTROLLER_GEN_PKG} ${CONTROLLER_GEN_VER} >/dev/null 2>&1
-controller-gen crd paths=./pkg/apis/... output:crd:dir=./artifacts/deploy
+controller-gen crd paths=./pkg/apis/... output:crd:dir=./artifacts/crds/bases
+controller-gen crd paths=./pkg/apis/... output:crd:dir=./charts/_crds
diff --git a/hack/verify-crdgen.sh b/hack/verify-crdgen.sh
index cadde00b8..2a2777008 100755
--- a/hack/verify-crdgen.sh
+++ b/hack/verify-crdgen.sh
@@ -6,8 +6,8 @@ set -o pipefail
 
 SCRIPT_ROOT=$(dirname "${BASH_SOURCE[0]}")/..
 
-DIFFROOT="${SCRIPT_ROOT}/artifacts/deploy"
-TMP_DIFFROOT="${SCRIPT_ROOT}/_tmp/artifacts/deploy"
+DIFFROOT="${SCRIPT_ROOT}/artifacts/crds/bases"
+TMP_DIFFROOT="${SCRIPT_ROOT}/_tmp/artifacts/crds/bases"
 _tmp="${SCRIPT_ROOT}/_tmp"
 
 cleanup() {
@@ -17,12 +17,24 @@ trap "cleanup" EXIT SIGINT
 
 cleanup
 
+ret=0
+# check if crds in chart up to date.
+CHART_CRD_PATH="${SCRIPT_ROOT}/charts/_crds"
+diff -Naupr "${DIFFROOT}" "${CHART_CRD_PATH}" || ret=$?
+if [[ $ret -eq 0 ]]
+then
+  echo "${CHART_CRD_PATH} up to date."
+else
+  echo "${CHART_CRD_PATH} is out of date. Please run hack/update-crdgen.sh"
+  exit 1
+fi
+
 mkdir -p "${TMP_DIFFROOT}"
 cp -a "${DIFFROOT}"/* "${TMP_DIFFROOT}"
 
 bash "${SCRIPT_ROOT}/hack/update-crdgen.sh"
 echo "diffing ${DIFFROOT} against freshly generated files"
-ret=0
+
 diff -Naupr "${DIFFROOT}" "${TMP_DIFFROOT}" || ret=$?
 cp -a "${TMP_DIFFROOT}"/* "${DIFFROOT}"
 if [[ $ret -eq 0 ]]