diff --git a/pkg/mcs/scheduling/server/apis/v1/api.go b/pkg/mcs/scheduling/server/apis/v1/api.go
index 39be00ef9a0..ed998b9b62d 100644
--- a/pkg/mcs/scheduling/server/apis/v1/api.go
+++ b/pkg/mcs/scheduling/server/apis/v1/api.go
@@ -17,6 +17,7 @@ package apis
 import (
 	"fmt"
 	"net/http"
+	"net/url"
 	"strconv"
 	"sync"
 
@@ -26,6 +27,7 @@ import (
 	"github.com/gin-gonic/gin"
 	"github.com/joho/godotenv"
 	"github.com/pingcap/log"
+	"github.com/tikv/pd/pkg/errs"
 	scheserver "github.com/tikv/pd/pkg/mcs/scheduling/server"
 	mcsutils "github.com/tikv/pd/pkg/mcs/utils"
 	sche "github.com/tikv/pd/pkg/schedule/core"
@@ -114,6 +116,8 @@ func NewService(srv *scheserver.Service) *Service {
 	s.RegisterSchedulersRouter()
 	s.RegisterCheckersRouter()
 	s.RegisterHotspotRouter()
+	s.RegisterRegionsRouter()
+	s.RegisterRegionLabelRouter()
 	return s
 }
 
@@ -160,6 +164,21 @@ func (s *Service) RegisterOperatorsRouter() {
 	router.GET("/records", getOperatorRecords)
 }
 
+// RegisterRegionsRouter registers the router of the regions handler.
+func (s *Service) RegisterRegionsRouter() {
+	router := s.root.Group("regions")
+	router.GET("/:id/label/:key", getRegionLabelByKey)
+	router.GET("/:id/labels", getRegionLabels)
+}
+
+// RegisterRegionLabelRouter registers the router of the region label handler.
+func (s *Service) RegisterRegionLabelRouter() {
+	router := s.root.Group("config/region-label")
+	router.GET("rules", getAllRegionLabelRules)
+	router.GET("rules/ids", getRegionLabelRulesByIDs)
+	router.GET("rule/:id", getRegionLabelRuleByID)
+}
+
 func changeLogLevel(c *gin.Context) {
 	svr := c.MustGet(multiservicesapi.ServiceContextKey).(*scheserver.Server)
 	var level string
@@ -548,3 +567,144 @@ func getHistoryHotRegions(c *gin.Context) {
 	var res storage.HistoryHotRegions
 	c.IndentedJSON(http.StatusOK, res)
 }
+
+// @Tags     region_label
+// @Summary  Get label of a region.
+// @Param    id   path  integer  true  "Region Id"
+// @Param    key  path  string   true  "Label key"
+// @Produce  json
+// @Success  200  {string}  string
+// @Failure  400  {string}  string  "The input is invalid."
+// @Failure  404  {string}  string  "The region does not exist."
+// @Router   /regions/{id}/label/{key} [get]
+func getRegionLabelByKey(c *gin.Context) {
+	handler := c.MustGet(handlerKey).(*handler.Handler)
+
+	idStr := c.Param("id")
+	labelKey := c.Param("key") // TODO: test https://github.com/tikv/pd/pull/4004
+
+	id, err := strconv.ParseUint(idStr, 10, 64)
+	if err != nil {
+		c.String(http.StatusBadRequest, err.Error())
+		return
+	}
+
+	region := handler.GetRegion(id)
+	if region == nil {
+		c.String(http.StatusNotFound, errs.ErrRegionNotFound.FastGenByArgs().Error())
+		return
+	}
+
+	l, err := handler.GetRegionLabeler()
+	if err != nil {
+		c.String(http.StatusInternalServerError, err.Error())
+		return
+	}
+	labelValue := l.GetRegionLabel(region, labelKey)
+	c.IndentedJSON(http.StatusOK, labelValue)
+}
+
+// @Tags     region_label
+// @Summary  Get labels of a region.
+// @Param    id  path  integer  true  "Region Id"
+// @Produce  json
+// @Success  200  {string}  string
+// @Failure  400  {string}  string  "The input is invalid."
+// @Failure  404  {string}  string  "The region does not exist."
+// @Router   /regions/{id}/labels [get]
+func getRegionLabels(c *gin.Context) {
+	handler := c.MustGet(handlerKey).(*handler.Handler)
+
+	idStr := c.Param("id")
+	id, err := strconv.ParseUint(idStr, 10, 64)
+	if err != nil {
+		c.String(http.StatusBadRequest, err.Error())
+		return
+	}
+
+	region := handler.GetRegion(id)
+	if region == nil {
+		c.String(http.StatusNotFound, errs.ErrRegionNotFound.FastGenByArgs().Error())
+		return
+	}
+	l, err := handler.GetRegionLabeler()
+	if err != nil {
+		c.String(http.StatusInternalServerError, err.Error())
+		return
+	}
+	labels := l.GetRegionLabels(region)
+	c.IndentedJSON(http.StatusOK, labels)
+}
+
+// @Tags     region_label
+// @Summary  List all label rules of cluster.
+// @Produce  json
+// @Success  200  {array}  labeler.LabelRule
+// @Router   /config/region-label/rules [get]
+func getAllRegionLabelRules(c *gin.Context) {
+	handler := c.MustGet(handlerKey).(*handler.Handler)
+	l, err := handler.GetRegionLabeler()
+	if err != nil {
+		c.String(http.StatusInternalServerError, err.Error())
+		return
+	}
+	rules := l.GetAllLabelRules()
+	c.IndentedJSON(http.StatusOK, rules)
+}
+
+// @Tags     region_label
+// @Summary  Get label rules of cluster by ids.
+// @Param    body  body  []string  true  "IDs of query rules"
+// @Produce  json
+// @Success  200  {array}   labeler.LabelRule
+// @Failure  400  {string}  string  "The input is invalid."
+// @Failure  500  {string}  string  "PD server failed to proceed the request."
+// @Router   /config/region-label/rules/ids [get]
+func getRegionLabelRulesByIDs(c *gin.Context) {
+	handler := c.MustGet(handlerKey).(*handler.Handler)
+	l, err := handler.GetRegionLabeler()
+	if err != nil {
+		c.String(http.StatusInternalServerError, err.Error())
+		return
+	}
+	var ids []string
+	if err := c.BindJSON(&ids); err != nil {
+		c.String(http.StatusBadRequest, err.Error())
+		return
+	}
+	rules, err := l.GetLabelRules(ids)
+	if err != nil {
+		c.String(http.StatusInternalServerError, err.Error())
+		return
+	}
+	c.IndentedJSON(http.StatusOK, rules)
+}
+
+// @Tags     region_label
+// @Summary  Get label rule of cluster by id.
+// @Param    id  path  string  true  "Rule Id"
+// @Produce  json
+// @Success  200  {object}  labeler.LabelRule
+// @Failure  404  {string}  string  "The rule does not exist."
+// @Router   /config/region-label/rule/{id} [get]
+func getRegionLabelRuleByID(c *gin.Context) {
+	handler := c.MustGet(handlerKey).(*handler.Handler)
+
+	id, err := url.PathUnescape(c.Param("id"))
+	if err != nil {
+		c.String(http.StatusBadRequest, err.Error())
+		return
+	}
+
+	l, err := handler.GetRegionLabeler()
+	if err != nil {
+		c.String(http.StatusInternalServerError, err.Error())
+		return
+	}
+	rule := l.GetLabelRule(id)
+	if rule == nil {
+		c.String(http.StatusNotFound, errs.ErrRegionRuleNotFound.FastGenByArgs().Error())
+		return
+	}
+	c.IndentedJSON(http.StatusOK, rule)
+}
diff --git a/pkg/schedule/handler/handler.go b/pkg/schedule/handler/handler.go
index fca43f3eeeb..c0cee81d27e 100644
--- a/pkg/schedule/handler/handler.go
+++ b/pkg/schedule/handler/handler.go
@@ -30,6 +30,7 @@ import (
 	"github.com/tikv/pd/pkg/schedule"
 	sche "github.com/tikv/pd/pkg/schedule/core"
 	"github.com/tikv/pd/pkg/schedule/filter"
+	"github.com/tikv/pd/pkg/schedule/labeler"
 	"github.com/tikv/pd/pkg/schedule/operator"
 	"github.com/tikv/pd/pkg/schedule/placement"
 	"github.com/tikv/pd/pkg/schedule/scatter"
@@ -1040,3 +1041,21 @@ func (h *Handler) GetHotBuckets(regionIDs ...uint64) (HotBucketsResponse, error)
 	}
 	return ret, nil
 }
+
+// GetRegion returns the region labeler.
+func (h *Handler) GetRegion(id uint64) *core.RegionInfo {
+	c := h.GetCluster()
+	if c == nil {
+		return nil
+	}
+	return c.GetRegion(id)
+}
+
+// GetRegionLabeler returns the region labeler.
+func (h *Handler) GetRegionLabeler() (*labeler.RegionLabeler, error) {
+	c := h.GetCluster()
+	if c == nil || c.GetRegionLabeler() == nil {
+		return nil, errs.ErrNotBootstrapped
+	}
+	return c.GetRegionLabeler(), nil
+}
diff --git a/pkg/utils/apiutil/serverapi/middleware.go b/pkg/utils/apiutil/serverapi/middleware.go
index 19438ad0f91..061c65329c9 100644
--- a/pkg/utils/apiutil/serverapi/middleware.go
+++ b/pkg/utils/apiutil/serverapi/middleware.go
@@ -79,6 +79,7 @@ type microserviceRedirectRule struct {
 	targetPath        string
 	targetServiceName string
 	matchMethods      []string
+	filter            func(*http.Request) bool
 }
 
 // NewRedirector redirects request to the leader if needs to be handled in the leader.
@@ -94,14 +95,19 @@ func NewRedirector(s *server.Server, opts ...RedirectorOption) negroni.Handler {
 type RedirectorOption func(*redirector)
 
 // MicroserviceRedirectRule new a microservice redirect rule option
-func MicroserviceRedirectRule(matchPath, targetPath, targetServiceName string, methods []string) RedirectorOption {
+func MicroserviceRedirectRule(matchPath, targetPath, targetServiceName string,
+	methods []string, filters ...func(*http.Request) bool) RedirectorOption {
 	return func(s *redirector) {
-		s.microserviceRedirectRules = append(s.microserviceRedirectRules, &microserviceRedirectRule{
-			matchPath,
-			targetPath,
-			targetServiceName,
-			methods,
-		})
+		rule := &microserviceRedirectRule{
+			matchPath:         matchPath,
+			targetPath:        targetPath,
+			targetServiceName: targetServiceName,
+			matchMethods:      methods,
+		}
+		if len(filters) > 0 {
+			rule.filter = filters[0]
+		}
+		s.microserviceRedirectRules = append(s.microserviceRedirectRules, rule)
 	}
 }
 
@@ -117,6 +123,9 @@ func (h *redirector) matchMicroServiceRedirectRules(r *http.Request) (bool, stri
 	r.URL.Path = strings.TrimRight(r.URL.Path, "/")
 	for _, rule := range h.microserviceRedirectRules {
 		if strings.HasPrefix(r.URL.Path, rule.matchPath) && slice.Contains(rule.matchMethods, r.Method) {
+			if rule.filter != nil && !rule.filter(r) {
+				continue
+			}
 			addr, ok := h.s.GetServicePrimaryAddr(r.Context(), rule.targetServiceName)
 			if !ok || addr == "" {
 				log.Warn("failed to get the service primary addr when trying to match redirect rules",
diff --git a/pkg/utils/testutil/api_check.go b/pkg/utils/testutil/api_check.go
index 84af97f828d..786530b1567 100644
--- a/pkg/utils/testutil/api_check.go
+++ b/pkg/utils/testutil/api_check.go
@@ -88,7 +88,7 @@ func ReadGetJSON(re *require.Assertions, client *http.Client, url string, data i
 }
 
 // ReadGetJSONWithBody is used to do get request with input and check whether given data can be extracted successfully.
-func ReadGetJSONWithBody(re *require.Assertions, client *http.Client, url string, input []byte, data interface{}) error {
+func ReadGetJSONWithBody(re *require.Assertions, client *http.Client, url string, input []byte, data interface{}, checkOpts ...func([]byte, int, http.Header)) error {
 	resp, err := apiutil.GetJSON(client, url, input)
 	if err != nil {
 		return err
diff --git a/server/api/region_label.go b/server/api/region_label.go
index 003dfb1132f..7958bacd371 100644
--- a/server/api/region_label.go
+++ b/server/api/region_label.go
@@ -83,7 +83,7 @@ func (h *regionLabelHandler) PatchRegionLabelRules(w http.ResponseWriter, r *htt
 // @Success  200  {array}   labeler.LabelRule
 // @Failure  400  {string}  string  "The input is invalid."
 // @Failure  500  {string}  string  "PD server failed to proceed the request."
-// @Router   /config/region-label/rule/ids [get]
+// @Router   /config/region-label/rules/ids [get]
 func (h *regionLabelHandler) GetRegionLabelRulesByIDs(w http.ResponseWriter, r *http.Request) {
 	cluster := getCluster(r)
 	var ids []string
diff --git a/server/api/server.go b/server/api/server.go
index ee301ea54c8..992cd42d796 100644
--- a/server/api/server.go
+++ b/server/api/server.go
@@ -17,6 +17,7 @@ package api
 import (
 	"context"
 	"net/http"
+	"strings"
 
 	"github.com/gorilla/mux"
 	scheapi "github.com/tikv/pd/pkg/mcs/scheduling/server/apis/v1"
@@ -78,6 +79,21 @@ func NewHandler(_ context.Context, svr *server.Server) (http.Handler, apiutil.AP
 				scheapi.APIPathPrefix+"/checkers",
 				mcs.SchedulingServiceName,
 				[]string{http.MethodPost, http.MethodGet}),
+			serverapi.MicroserviceRedirectRule(
+				prefix+"/region/id",
+				scheapi.APIPathPrefix+"/regions",
+				mcs.SchedulingServiceName,
+				[]string{http.MethodGet},
+				func(r *http.Request) bool {
+					// The original code uses the path "/region/id" to get the region id.
+					// However, the path "/region/id" is used to get the region by id, which is not what we want.
+					return strings.Contains(r.URL.Path, "label")
+				}),
+			serverapi.MicroserviceRedirectRule(
+				prefix+"/config/region-label",
+				scheapi.APIPathPrefix+"/config/region-label",
+				mcs.SchedulingServiceName,
+				[]string{http.MethodGet}),
 			serverapi.MicroserviceRedirectRule(
 				prefix+"/hotspot",
 				scheapi.APIPathPrefix+"/hotspot",
diff --git a/tests/integrations/mcs/scheduling/api_test.go b/tests/integrations/mcs/scheduling/api_test.go
index 5284913813c..3873ca0f96d 100644
--- a/tests/integrations/mcs/scheduling/api_test.go
+++ b/tests/integrations/mcs/scheduling/api_test.go
@@ -12,6 +12,7 @@ import (
 	"github.com/stretchr/testify/suite"
 	_ "github.com/tikv/pd/pkg/mcs/scheduling/server/apis/v1"
 	"github.com/tikv/pd/pkg/schedule/handler"
+	"github.com/tikv/pd/pkg/schedule/labeler"
 	"github.com/tikv/pd/pkg/statistics"
 	"github.com/tikv/pd/pkg/storage"
 	"github.com/tikv/pd/pkg/utils/apiutil"
@@ -217,4 +218,26 @@ func (suite *apiTestSuite) TestAPIForward() {
 	err = testutil.ReadGetJSON(re, testDialClient, fmt.Sprintf("%s/%s", urlPrefix, "hotspot/regions/history"), &history,
 		testutil.WithHeader(re, apiutil.ForwardToMicroServiceHeader, "true"))
 	re.NoError(err)
+
+	// Test region label
+	var rules []*labeler.LabelRule
+	err = testutil.ReadGetJSON(re, testDialClient, fmt.Sprintf("%s/%s", urlPrefix, "config/region-label/rules"), &rules,
+		testutil.WithHeader(re, apiutil.ForwardToMicroServiceHeader, "true"))
+	re.NoError(err)
+	err = testutil.ReadGetJSONWithBody(re, testDialClient, fmt.Sprintf("%s/%s", urlPrefix, "config/region-label/rules/ids"), []byte(`["rule1", "rule3"]`),
+		&rules, testutil.WithHeader(re, apiutil.ForwardToMicroServiceHeader, "true"))
+	re.NoError(err)
+	err = testutil.CheckGetJSON(testDialClient, fmt.Sprintf("%s/%s", urlPrefix, "config/region-label/rule/rule1"), nil,
+		testutil.StatusNotOK(re), testutil.WithHeader(re, apiutil.ForwardToMicroServiceHeader, "true"))
+	re.NoError(err)
+
+	err = testutil.CheckGetJSON(testDialClient, fmt.Sprintf("%s/%s", urlPrefix, "region/id/1"), nil,
+		testutil.WithoutHeader(re, apiutil.ForwardToMicroServiceHeader))
+	re.NoError(err)
+	err = testutil.CheckGetJSON(testDialClient, fmt.Sprintf("%s/%s", urlPrefix, "region/id/1/label/key"), nil,
+		testutil.WithHeader(re, apiutil.ForwardToMicroServiceHeader,"true"))
+	re.NoError(err)
+	err = testutil.CheckGetJSON(testDialClient, fmt.Sprintf("%s/%s", urlPrefix, "region/id/1/labels"), nil,
+		testutil.WithHeader(re, apiutil.ForwardToMicroServiceHeader,"true"))
+	re.NoError(err)
 }