diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 9dc16b0ac..110368094 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -88,6 +88,10 @@ jobs:
     steps:
       - name: checkout code
         uses: actions/checkout@v2
+        with:
+          # Number of commits to fetch. 0 indicates all history for all branches and tags.
+          # We need to guess version via git tags.
+          fetch-depth: 0
       - name: install Go
         uses: actions/setup-go@v2
         with:
diff --git a/cluster/images/karmada-agent/Dockerfile b/cluster/images/karmada-agent/Dockerfile
index 66a87a443..fd90be122 100644
--- a/cluster/images/karmada-agent/Dockerfile
+++ b/cluster/images/karmada-agent/Dockerfile
@@ -1,14 +1,10 @@
-FROM golang:1.17-alpine3.15 AS builder
+FROM golang:1.17 AS builder
 
 WORKDIR /go/src/github.com/karmada-io/karmada
 COPY . /go/src/github.com/karmada-io/karmada
 
-ARG GO_LDFLAGS
-
-RUN CGO_ENABLED=0 go build \
-    -ldflags "$GO_LDFLAGS" \
-    -o /bin/karmada-agent \
-    cmd/agent/main.go
+RUN make karmada-agent
+RUN mv /go/src/github.com/karmada-io/karmada/karmada-agent /bin/
 
 
 FROM alpine:3.15.1
diff --git a/cluster/images/karmada-aggregated-apiserver/Dockerfile b/cluster/images/karmada-aggregated-apiserver/Dockerfile
index 62f23c576..23dd500be 100644
--- a/cluster/images/karmada-aggregated-apiserver/Dockerfile
+++ b/cluster/images/karmada-aggregated-apiserver/Dockerfile
@@ -1,14 +1,10 @@
-FROM golang:1.17-alpine3.15 AS builder
+FROM golang:1.17 AS builder
 
 WORKDIR /go/src/github.com/karmada-io/karmada
 COPY . /go/src/github.com/karmada-io/karmada
 
-ARG GO_LDFLAGS
-
-RUN CGO_ENABLED=0 go build \
-    -ldflags "${GO_LDFLAGS}" \
-    -o /bin/karmada-aggregated-apiserver \
-    cmd/aggregated-apiserver/main.go
+RUN make karmada-aggregated-apiserver
+RUN mv /go/src/github.com/karmada-io/karmada/karmada-aggregated-apiserver /bin/
 
 
 FROM alpine:3.15.1
diff --git a/cluster/images/karmada-controller-manager/Dockerfile b/cluster/images/karmada-controller-manager/Dockerfile
index 76ff06b4d..fb2892f79 100644
--- a/cluster/images/karmada-controller-manager/Dockerfile
+++ b/cluster/images/karmada-controller-manager/Dockerfile
@@ -1,14 +1,10 @@
-FROM golang:1.17-alpine3.15 AS builder
+FROM golang:1.17 AS builder
 
 WORKDIR /go/src/github.com/karmada-io/karmada
 COPY . /go/src/github.com/karmada-io/karmada
 
-ARG GO_LDFLAGS
-
-RUN CGO_ENABLED=0 go build \
-    -ldflags "$GO_LDFLAGS" \
-    -o /bin/karmada-controller-manager \
-    cmd/controller-manager/controller-manager.go
+RUN make karmada-controller-manager
+RUN mv /go/src/github.com/karmada-io/karmada/karmada-controller-manager /bin/
 
 
 FROM alpine:3.15.1
diff --git a/cluster/images/karmada-descheduler/Dockerfile b/cluster/images/karmada-descheduler/Dockerfile
index b1de970a6..5beaf7b24 100644
--- a/cluster/images/karmada-descheduler/Dockerfile
+++ b/cluster/images/karmada-descheduler/Dockerfile
@@ -1,14 +1,10 @@
-FROM golang:1.17-alpine3.15 AS builder
+FROM golang:1.17 AS builder
 
 WORKDIR /go/src/github.com/karmada-io/karmada
 COPY . /go/src/github.com/karmada-io/karmada
 
-ARG GO_LDFLAGS
-
-RUN CGO_ENABLED=0 go build \
-    -ldflags "$GO_LDFLAGS" \
-    -o /bin/karmada-descheduler \
-    cmd/descheduler/main.go
+RUN make karmada-descheduler
+RUN mv /go/src/github.com/karmada-io/karmada/karmada-descheduler /bin/
 
 
 FROM alpine:3.15.1
diff --git a/cluster/images/karmada-interpreter-webhook-example/Dockerfile b/cluster/images/karmada-interpreter-webhook-example/Dockerfile
index c8a311659..558f93b55 100644
--- a/cluster/images/karmada-interpreter-webhook-example/Dockerfile
+++ b/cluster/images/karmada-interpreter-webhook-example/Dockerfile
@@ -1,14 +1,10 @@
-FROM golang:1.17-alpine3.15 AS builder
+FROM golang:1.17 AS builder
 
 WORKDIR /go/src/github.com/karmada-io/karmada
 COPY . /go/src/github.com/karmada-io/karmada
 
-ARG GO_LDFLAGS
-
-RUN CGO_ENABLED=0 go build \
-    -ldflags "$GO_LDFLAGS" \
-    -o /bin/karmada-interpreter-webhook-example \
-    examples/customresourceinterpreter/webhook/main.go
+RUN make karmada-interpreter-webhook-example
+RUN mv /go/src/github.com/karmada-io/karmada/karmada-interpreter-webhook-example /bin/
 
 
 FROM alpine:3.15.1
diff --git a/cluster/images/karmada-scheduler-estimator/Dockerfile b/cluster/images/karmada-scheduler-estimator/Dockerfile
index b59beb224..8b665c901 100644
--- a/cluster/images/karmada-scheduler-estimator/Dockerfile
+++ b/cluster/images/karmada-scheduler-estimator/Dockerfile
@@ -1,14 +1,10 @@
-FROM golang:1.17-alpine3.15 AS builder
+FROM golang:1.17 AS builder
 
 WORKDIR /go/src/github.com/karmada-io/karmada
 COPY . /go/src/github.com/karmada-io/karmada
 
-ARG GO_LDFLAGS
-
-RUN CGO_ENABLED=0 go build \
-    -ldflags "$GO_LDFLAGS" \
-    -o /bin/karmada-scheduler-estimator \
-    cmd/scheduler-estimator/main.go
+RUN make karmada-scheduler-estimator
+RUN mv /go/src/github.com/karmada-io/karmada/karmada-scheduler-estimator /bin/
 
 
 FROM alpine:3.15.1
diff --git a/cluster/images/karmada-scheduler/Dockerfile b/cluster/images/karmada-scheduler/Dockerfile
index a97bfb186..6a01f9832 100644
--- a/cluster/images/karmada-scheduler/Dockerfile
+++ b/cluster/images/karmada-scheduler/Dockerfile
@@ -1,14 +1,10 @@
-FROM golang:1.17-alpine3.15 AS builder
+FROM golang:1.17 AS builder
 
 WORKDIR /go/src/github.com/karmada-io/karmada
 COPY . /go/src/github.com/karmada-io/karmada
 
-ARG GO_LDFLAGS
-
-RUN CGO_ENABLED=0 go build \
-    -ldflags "$GO_LDFLAGS" \
-    -o /bin/karmada-scheduler \
-    cmd/scheduler/main.go
+RUN make karmada-scheduler
+RUN mv /go/src/github.com/karmada-io/karmada/karmada-scheduler /bin/
 
 
 FROM alpine:3.15.1
diff --git a/cluster/images/karmada-webhook/Dockerfile b/cluster/images/karmada-webhook/Dockerfile
index d8fe8095b..fb14b314b 100644
--- a/cluster/images/karmada-webhook/Dockerfile
+++ b/cluster/images/karmada-webhook/Dockerfile
@@ -1,14 +1,10 @@
-FROM golang:1.17-alpine3.15 AS builder
+FROM golang:1.17 AS builder
 
 WORKDIR /go/src/github.com/karmada-io/karmada
 COPY . /go/src/github.com/karmada-io/karmada
 
-ARG GO_LDFLAGS
-
-RUN CGO_ENABLED=0 go build \
-    -ldflags "$GO_LDFLAGS" \
-    -o /bin/karmada-webhook \
-    cmd/webhook/main.go
+RUN make karmada-webhook
+RUN mv /go/src/github.com/karmada-io/karmada/karmada-webhook /bin/
 
 
 FROM alpine:3.15.1
diff --git a/hack/docker.sh b/hack/docker.sh
index c201ab044..76e65bd43 100755
--- a/hack/docker.sh
+++ b/hack/docker.sh
@@ -11,11 +11,10 @@ source "${REPO_ROOT}/hack/util.sh"
 
 REGISTRY=${REGISTRY:-"swr.ap-southeast-1.myhuaweicloud.com/karmada"}
 VERSION=${VERSION:="unknown"}
-GO_LDFLAGS=$(util::get_GO_LDFLAGS)
 
 function build_images() {
   local target="$1"
-  docker build --build-arg GO_LDFLAGS="${GO_LDFLAGS}" -t ${REGISTRY}/${target}:${VERSION} -f ${REPO_ROOT}/cluster/images/${target}/Dockerfile ${REPO_ROOT}
+  docker build -t ${REGISTRY}/${target}:${VERSION} -f ${REPO_ROOT}/cluster/images/${target}/Dockerfile ${REPO_ROOT}
 }
 
 build_images $@