diff --git a/hack/create-cluster.sh b/hack/create-cluster.sh
new file mode 100755
index 000000000..644646580
--- /dev/null
+++ b/hack/create-cluster.sh
@@ -0,0 +1,39 @@
+#!/usr/bin/env bash
+
+set -o errexit
+set -o nounset
+set -o pipefail
+
+function usage() {
+  echo "This script starts a kube cluster by kind."
+  echo "Usage: hack/create-cluster.sh <CLUSTER_NAME> <KUBECONFIG>"
+  echo "Example: hack/create-cluster.sh host /root/.kube/host.config"
+}
+
+if [[ $# -ne 2 ]]; then
+  usage
+  exit 1
+fi
+
+CLUSTER_NAME=$1
+if [[ -z "${CLUSTER_NAME}" ]]; then
+  usage
+  exit 1
+fi
+KUBECONFIG=$2
+if [[ -z "${KUBECONFIG}" ]]; then
+  usage
+  exit 1
+fi
+
+# TODO(RainbowMango): pin kind version and install automatically.
+kind create cluster --name "${CLUSTER_NAME}" --kubeconfig="${KUBECONFIG}" --wait=120s
+
+# Kind cluster's context name contains a "kind-" prefix by default.
+# Change context name to cluster name.
+kubectl config rename-context "kind-${CLUSTER_NAME}" "${CLUSTER_NAME}" --kubeconfig="${KUBECONFIG}"
+
+# Kind cluster uses `127.0.0.1` as kube-apiserver endpoint by default, thus kind clusters can't reach each other.
+# So we need to update endpoint with docker IP.
+docker_ip=$(docker inspect --format='{{range .NetworkSettings.Networks}}{{.IPAddress}}{{end}}' "${CLUSTER_NAME}-control-plane")
+kubectl config set-cluster "${CLUSTER_NAME}" --server="https://${docker_ip}:6443" --kubeconfig="${KUBECONFIG}"
diff --git a/hack/delete-cluster.sh b/hack/delete-cluster.sh
new file mode 100755
index 000000000..fac4be7be
--- /dev/null
+++ b/hack/delete-cluster.sh
@@ -0,0 +1,34 @@
+#!/usr/bin/env bash
+
+set -o errexit
+set -o nounset
+set -o pipefail
+
+function usage() {
+  echo "This script delete a kube cluster by kind."
+  echo "Usage: hack/delete-cluster.sh <CLUSTER_NAME> <KUBECONFIG>"
+  echo "Example: hack/delete-cluster.sh host /root/.kube/host.config"
+}
+
+if [[ $# -ne 2 ]]; then
+  usage
+  exit 1
+fi
+
+CLUSTER_NAME=$1
+if [[ -z "${CLUSTER_NAME}" ]]; then
+  usage
+  exit 1
+fi
+KUBECONFIG=$2
+if [[ -z "${KUBECONFIG}" ]]; then
+  usage
+  exit 1
+fi
+
+# The context name has been changed when creating clusters by 'create-cluster.sh'.
+# This will result in the context can't be removed by kind when deleting a cluster.
+# So, we need to change context name back and let kind take care about it.
+kubectl config rename-context "${CLUSTER_NAME}" "kind-${CLUSTER_NAME}" --kubeconfig="${KUBECONFIG}"
+
+kind delete cluster --name "${CLUSTER_NAME}" --kubeconfig="${KUBECONFIG}"
diff --git a/hack/deploy-karmada.sh b/hack/deploy-karmada.sh
new file mode 100755
index 000000000..33a672aca
--- /dev/null
+++ b/hack/deploy-karmada.sh
@@ -0,0 +1,30 @@
+#!/usr/bin/env bash
+
+set -o errexit
+set -o nounset
+set -o pipefail
+
+function usage() {
+  echo "This script will deploy karmada control plane to a cluster."
+  echo "Usage: hack/deploy-karmada.sh"
+  echo "Example: hack/deploy-karmada.sh"
+}
+
+SCRIPT_ROOT=$(dirname "${BASH_SOURCE[0]}")/..
+
+# create namespace for control plane components
+kubectl create -f "${SCRIPT_ROOT}/artifacts/deploy/namespace.yaml"
+
+# create service account, cluster role for controller-manager
+kubectl create -f "${SCRIPT_ROOT}/artifacts/deploy/serviceaccount.yaml"
+kubectl create -f "${SCRIPT_ROOT}/artifacts/deploy/clusterrole.yaml"
+kubectl create -f "${SCRIPT_ROOT}/artifacts/deploy/clusterrolebinding.yaml"
+
+# install APIs
+kubectl create -f "${SCRIPT_ROOT}/artifacts/deploy/membercluster.karmada.io_memberclusters.yaml"
+kubectl create -f "${SCRIPT_ROOT}/artifacts/deploy/propagationstrategy.karmada.io_propagationpolicies.yaml"
+kubectl create -f "${SCRIPT_ROOT}/artifacts/deploy/propagationstrategy.karmada.io_propagationbindings.yaml"
+kubectl create -f "${SCRIPT_ROOT}/artifacts/deploy/propagationstrategy.karmada.io_propagationworks.yaml"
+
+# deploy controller-manager
+kubectl create -f "${SCRIPT_ROOT}/artifacts/deploy/controller-manager.yaml"
diff --git a/hack/undeploy-karmada.sh b/hack/undeploy-karmada.sh
new file mode 100755
index 000000000..a641a780f
--- /dev/null
+++ b/hack/undeploy-karmada.sh
@@ -0,0 +1,30 @@
+#!/usr/bin/env bash
+
+set -o errexit
+set -o nounset
+set -o pipefail
+
+function usage() {
+  echo "This script will remove karmada control plane from a cluster."
+  echo "Usage: hack/undeploy-karmada.sh"
+  echo "Example: hack/undeploy-karmada.sh"
+}
+
+SCRIPT_ROOT=$(dirname "${BASH_SOURCE[0]}")/..
+
+# delete controller-manager
+kubectl delete -f "${SCRIPT_ROOT}/artifacts/deploy/controller-manager.yaml"
+
+# delete APIs
+kubectl delete -f "${SCRIPT_ROOT}/artifacts/deploy/membercluster.karmada.io_memberclusters.yaml"
+kubectl delete -f "${SCRIPT_ROOT}/artifacts/deploy/propagationstrategy.karmada.io_propagationpolicies.yaml"
+kubectl delete -f "${SCRIPT_ROOT}/artifacts/deploy/propagationstrategy.karmada.io_propagationbindings.yaml"
+kubectl delete -f "${SCRIPT_ROOT}/artifacts/deploy/propagationstrategy.karmada.io_propagationworks.yaml"
+
+# delete service account, cluster role
+kubectl delete -f "${SCRIPT_ROOT}/artifacts/deploy/serviceaccount.yaml"
+kubectl delete -f "${SCRIPT_ROOT}/artifacts/deploy/clusterrole.yaml"
+kubectl delete -f "${SCRIPT_ROOT}/artifacts/deploy/clusterrolebinding.yaml"
+
+# delete namespace for control plane components
+kubectl delete -f "${SCRIPT_ROOT}/artifacts/deploy/namespace.yaml"