diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 04ddb7bef..46c713967 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -87,7 +87,7 @@ jobs:
     needs: build
     runs-on: ubuntu-22.04
     env:
-      COLOR_GOTEST_ENABLED: enabled
+      GOTESTSUM_ENABLED: enabled
     steps:
       - name: checkout code
         uses: actions/checkout@v3
diff --git a/Makefile b/Makefile
index b0c83eb25..0ff7f0c9d 100644
--- a/Makefile
+++ b/Makefile
@@ -102,26 +102,27 @@ push-chart:
 	helm push _output/charts/karmada-chart-${VERSION}.tgz oci://docker.io/karmada
 	helm push _output/charts/karmada-operator-chart-${VERSION}.tgz oci://docker.io/karmada
 
-COLOR_GOTEST_REGISTRY:=github.com/rakyll/gotest
-COLOR_GOTEST_VERSION:=aeb9f1f4739020c60963f21eec2e65672307a9ac
-COLOR_GOTEST_ENABLED?=
-GOTEST_PALETTE?=hired,higreen
+GOTESTSUM_REGISTRY:=gotest.tools/gotestsum
+GOTESTSUM_VERSION:=ec99a250836f069a524bb9d9b5de0a7a96334ea7 # v1.11.0
+GOTESTSUM_FLAGS?=--format testname
+GOTESTSUM_ENABLED?=
 GOTEST=go test
 
-.PHONY: install_gotest
-install_gotest:
-ifdef COLOR_GOTEST_ENABLED 
-	go install ${COLOR_GOTEST_REGISTRY}@${COLOR_GOTEST_VERSION}
-GOTEST=gotest
+.PHONY: install_gotestsum
+install_gotestsum:
+ifdef GOTESTSUM_ENABLED
+	go install ${GOTESTSUM_REGISTRY}@${GOTESTSUM_VERSION}
+GOTEST=gotestsum ${GOTESTSUM_FLAGS} --
 endif
 
 .PHONY: test
-test: install_gotest
+test: GO_TEST_FLAGS ?= --race --v -covermode=atomic
+test: install_gotestsum
 	mkdir -p ./_output/coverage/
-	$(GOTEST) --race --v ./pkg/... -coverprofile=./_output/coverage/coverage_pkg.txt -covermode=atomic
-	$(GOTEST) --race --v ./cmd/... -coverprofile=./_output/coverage/coverage_cmd.txt -covermode=atomic
-	$(GOTEST) --race --v ./examples/... -coverprofile=./_output/coverage/coverage_examples.txt -covermode=atomic
-	$(GOTEST) --race --v ./operator/... -coverprofile=./_output/coverage/coverage_operator.txt -covermode=atomic
+	$(GOTEST) $(GO_TEST_FLAGS) ./pkg/... -coverprofile=./_output/coverage/coverage_pkg.txt
+	$(GOTEST) $(GO_TEST_FLAGS) ./cmd/... -coverprofile=./_output/coverage/coverage_cmd.txt
+	$(GOTEST) $(GO_TEST_FLAGS) ./examples/... -coverprofile=./_output/coverage/coverage_examples.txt
+	$(GOTEST) $(GO_TEST_FLAGS) ./operator/... -coverprofile=./_output/coverage/coverage_operator.txt
 
 upload-images: images
 	@echo "push images to $(REGISTRY)"