diff --git a/go.mod b/go.mod
index dd96d1837..0429a8833 100644
--- a/go.mod
+++ b/go.mod
@@ -2,6 +2,8 @@ module github.com/tikv/client-go/v2
 
 go 1.21
 
+replace github.com/tikv/pd/client v0.0.0-20230724080549-de985b8e0afc => github.com/JmPotato/pd/client v0.0.0-20231103055242-5d2c4974156f
+
 require (
 	github.com/cznic/mathutil v0.0.0-20181122101859-297441e03548
 	github.com/dgryski/go-farm v0.0.0-20190423205320-6a90982ecee2
diff --git a/go.sum b/go.sum
index 924b5284b..c5eec3075 100644
--- a/go.sum
+++ b/go.sum
@@ -1,5 +1,8 @@
 cloud.google.com/go v0.26.0/go.mod h1:aQUYkXzVsufM+DwF1aE+0xfcU+56JwCaLick0ClmMTw=
+github.com/BurntSushi/toml v0.3.1 h1:WXkYYl6Yr3qBf1K79EBnL4mak0OimBfB0XUf9Vl28OQ=
 github.com/BurntSushi/toml v0.3.1/go.mod h1:xHWCNGjB5oqiDr8zfno3MHue2Ht5sIBksp03qcyfWMU=
+github.com/JmPotato/pd/client v0.0.0-20231103055242-5d2c4974156f h1:qaGcHR7GRQHA5MAAZDbqkF7f9Dmp0YbPsbGoYee2Vzw=
+github.com/JmPotato/pd/client v0.0.0-20231103055242-5d2c4974156f/go.mod h1:cd6zBqRM9aogxf26K8NnFRPVtq9BnRE59tKEpX8IaWQ=
 github.com/benbjohnson/clock v1.1.0/go.mod h1:J11/hYXuz8f4ySSvYwY0FKfm+ezbsZBKZxNJlLklBHA=
 github.com/beorn7/perks v1.0.1 h1:VlbKKnNfV8bJzeqoa4cOKqO6bYr3WgKZxO8Z16+hsOM=
 github.com/beorn7/perks v1.0.1/go.mod h1:G2ZrVWU2WbWT9wwq4/hrbKbnv/1ERSJQ0ibhJ6rlkpw=
@@ -111,8 +114,6 @@ github.com/stretchr/testify v1.8.2 h1:+h33VjcLVPDHtOdpUCuF+7gSuG3yGIftsP1YvFihtJ
 github.com/stretchr/testify v1.8.2/go.mod h1:w2LPCIKwWwSfY2zedu0+kehJoqGctiVI29o6fzry7u4=
 github.com/tiancaiamao/gp v0.0.0-20221230034425-4025bc8a4d4a h1:J/YdBZ46WKpXsxsW93SG+q0F8KI+yFrcIDT4c/RNoc4=
 github.com/tiancaiamao/gp v0.0.0-20221230034425-4025bc8a4d4a/go.mod h1:h4xBhSNtOeEosLJ4P7JyKXX7Cabg7AVkWCK5gV2vOrM=
-github.com/tikv/pd/client v0.0.0-20230724080549-de985b8e0afc h1:IUg0j2nWoGYj3FQ3vA3vg97fPSpJEZQrDpgF8RkMLEU=
-github.com/tikv/pd/client v0.0.0-20230724080549-de985b8e0afc/go.mod h1:wfHRc4iYaqJiOQZCHcrF+r4hYnkGDaYWDfcicee//pc=
 github.com/twmb/murmur3 v1.1.3 h1:D83U0XYKcHRYwYIpBKf3Pks91Z0Byda/9SJ8B6EMRcA=
 github.com/twmb/murmur3 v1.1.3/go.mod h1:Qq/R7NUyOfr65zD+6Q5IHKsJLwP7exErjN6lyyq3OSQ=
 github.com/yuin/goldmark v1.1.27/go.mod h1:3hX8gzYuyVAZsxl0MRgGTJEmQBFcNTphYh9decYSb74=
diff --git a/tikv/kv.go b/tikv/kv.go
index 0d909c29f..dbbe512f5 100644
--- a/tikv/kv.go
+++ b/tikv/kv.go
@@ -66,6 +66,7 @@ import (
 	"github.com/tikv/client-go/v2/txnkv/txnsnapshot"
 	"github.com/tikv/client-go/v2/util"
 	pd "github.com/tikv/pd/client"
+	pdhttp "github.com/tikv/pd/client/http"
 	resourceControlClient "github.com/tikv/pd/client/resource_group/controller"
 	clientv3 "go.etcd.io/etcd/client/v3"
 	atomicutil "go.uber.org/atomic"
@@ -115,7 +116,7 @@ type KVStore struct {
 		client Client
 	}
 	pdClient     pd.Client
-	pdHttpClient *util.PDHTTPClient
+	pdHttpClient pdhttp.HTTPClient
 	regionCache  *locate.RegionCache
 	lockResolver *txnlock.LockResolver
 	txnLatches   *latch.LatchesScheduler
@@ -197,7 +198,7 @@ func WithPool(gp Pool) Option {
 // WithPDHTTPClient set the PD HTTP client with the given address and TLS config.
 func WithPDHTTPClient(tlsConf *tls.Config, pdaddrs []string) Option {
 	return func(o *KVStore) {
-		o.pdHttpClient = util.NewPDHTTPClient(tlsConf, pdaddrs)
+		o.pdHttpClient = pdhttp.NewHTTPClient(pdaddrs, pdhttp.WithTLSConfig(tlsConf))
 	}
 }
 
@@ -444,6 +445,11 @@ func (s *KVStore) GetPDClient() pd.Client {
 	return s.pdClient
 }
 
+// GetPDHTTPClient returns the PD HTTP client.
+func (s *KVStore) GetPDHTTPClient() pdhttp.HTTPClient {
+	return s.pdHttpClient
+}
+
 // SupportDeleteRange gets the storage support delete range or not.
 func (s *KVStore) SupportDeleteRange() (supported bool) {
 	return !s.mock