diff --git a/go.mod b/go.mod
index a61f2e3d36347..db0ded3f91475 100644
--- a/go.mod
+++ b/go.mod
@@ -37,7 +37,7 @@ require (
 	github.com/pingcap/kvproto v0.0.0-20191113105027-4f292e1801d8
 	github.com/pingcap/log v0.0.0-20190715063458-479153f07ebd
 	github.com/pingcap/parser v0.0.0-20191205054626-288fe5207ce6
-	github.com/pingcap/pd v1.1.0-beta.0.20191115131715-6b7dc037010e
+	github.com/pingcap/pd v1.1.0-beta.0.20191224030110-529de4852735
 	github.com/pingcap/tidb-tools v3.0.6-0.20191119150227-ff0a3c6e5763+incompatible
 	github.com/pingcap/tipb v0.0.0-20191126033718-169898888b24
 	github.com/prometheus/client_golang v1.0.0
diff --git a/go.sum b/go.sum
index 03ae6ab1d53d8..e81c5cc618f46 100644
--- a/go.sum
+++ b/go.sum
@@ -171,8 +171,8 @@ github.com/pingcap/log v0.0.0-20190715063458-479153f07ebd h1:hWDol43WY5PGhsh3+87
 github.com/pingcap/log v0.0.0-20190715063458-479153f07ebd/go.mod h1:WpHUKhNZ18v116SvGrmjkA9CBhYmuUTKL+p8JC9ANEw=
 github.com/pingcap/parser v0.0.0-20191205054626-288fe5207ce6 h1:KrJorS9gGYMhsQjENNWAeB5ho28xbowZ74pfJWkOmFc=
 github.com/pingcap/parser v0.0.0-20191205054626-288fe5207ce6/go.mod h1:1FNvfp9+J0wvc4kl8eGNh7Rqrxveg15jJoWo/a0uHwA=
-github.com/pingcap/pd v1.1.0-beta.0.20191115131715-6b7dc037010e h1:6En0+9KDJ6CjkuzbGwHgo+P1YjEt22jn+nujl6cSAXA=
-github.com/pingcap/pd v1.1.0-beta.0.20191115131715-6b7dc037010e/go.mod h1:ribyi6AyFNOElWgb6VnUsky4JFciEoGApSUzIcJxGSI=
+github.com/pingcap/pd v1.1.0-beta.0.20191224030110-529de4852735 h1:8794qEbQIEbTtK6ALO67130KUuE0QrX3yWaotJm25nM=
+github.com/pingcap/pd v1.1.0-beta.0.20191224030110-529de4852735/go.mod h1:ribyi6AyFNOElWgb6VnUsky4JFciEoGApSUzIcJxGSI=
 github.com/pingcap/tidb-tools v3.0.6-0.20191119150227-ff0a3c6e5763+incompatible h1:I8HirWsu1MZp6t9G/g8yKCEjJJxtHooKakEgccvdJ4M=
 github.com/pingcap/tidb-tools v3.0.6-0.20191119150227-ff0a3c6e5763+incompatible/go.mod h1:XGdcy9+yqlDSEMTpOXnwf3hiTeqrV6MN/u1se9N8yIM=
 github.com/pingcap/tipb v0.0.0-20191126033718-169898888b24 h1:9cdSUluc+Q4yGzGg8AeG46/e8Rw7pJ5jJz9Y4QRNvKE=
diff --git a/store/mockstore/mocktikv/pd.go b/store/mockstore/mocktikv/pd.go
index f0b37669c6212..550e04accbf4f 100644
--- a/store/mockstore/mocktikv/pd.go
+++ b/store/mockstore/mocktikv/pd.go
@@ -121,3 +121,5 @@ func (c *pdClient) ScatterRegion(ctx context.Context, regionID uint64) error {
 func (c *pdClient) GetOperator(ctx context.Context, regionID uint64) (*pdpb.GetOperatorResponse, error) {
 	return &pdpb.GetOperatorResponse{Status: pdpb.OperatorStatus_SUCCESS}, nil
 }
+
+func (c *pdClient) GetLeaderAddr() string { return "mockpd" }
diff --git a/store/tikv/kv.go b/store/tikv/kv.go
index 45b18885da39c..26c37eafe796b 100755
--- a/store/tikv/kv.go
+++ b/store/tikv/kv.go
@@ -37,6 +37,8 @@ import (
 	"github.com/pingcap/tidb/util/logutil"
 	"go.etcd.io/etcd/clientv3"
 	"go.uber.org/zap"
+	"google.golang.org/grpc"
+	"google.golang.org/grpc/keepalive"
 )
 
 type storeCache struct {
@@ -70,6 +72,7 @@ func (d Driver) Open(path string) (kv.Storage, error) {
 	defer mc.Unlock()
 
 	security := config.GetGlobalConfig().Security
+	tikvConfig := config.GetGlobalConfig().TiKVClient
 	txnLocalLatches := config.GetGlobalConfig().TxnLocalLatches
 	etcdAddrs, disableGC, err := parsePath(path)
 	if err != nil {
@@ -80,7 +83,13 @@ func (d Driver) Open(path string) (kv.Storage, error) {
 		CAPath:   security.ClusterSSLCA,
 		CertPath: security.ClusterSSLCert,
 		KeyPath:  security.ClusterSSLKey,
-	})
+	}, pd.WithGRPCDialOptions(
+		grpc.WithKeepaliveParams(keepalive.ClientParameters{
+			Time:                time.Duration(tikvConfig.GrpcKeepAliveTime) * time.Second,
+			Timeout:             time.Duration(tikvConfig.GrpcKeepAliveTimeout) * time.Second,
+			PermitWithoutStream: true,
+		}),
+	))
 
 	if err != nil {
 		return nil, errors.Trace(err)
diff --git a/store/tikv/lock_resolver.go b/store/tikv/lock_resolver.go
index 1945b814bb40e..a7e5f2d43351a 100644
--- a/store/tikv/lock_resolver.go
+++ b/store/tikv/lock_resolver.go
@@ -23,7 +23,7 @@ import (
 
 	"github.com/pingcap/errors"
 	"github.com/pingcap/kvproto/pkg/kvrpcpb"
-	"github.com/pingcap/pd/client"
+	pd "github.com/pingcap/pd/client"
 	"github.com/pingcap/tidb/config"
 	"github.com/pingcap/tidb/metrics"
 	"github.com/pingcap/tidb/store/tikv/tikvrpc"
@@ -76,12 +76,12 @@ var _ = NewLockResolver
 // NewLockResolver creates a LockResolver.
 // It is exported for other pkg to use. For instance, binlog service needs
 // to determine a transaction's commit state.
-func NewLockResolver(etcdAddrs []string, security config.Security) (*LockResolver, error) {
+func NewLockResolver(etcdAddrs []string, security config.Security, opts ...pd.ClientOption) (*LockResolver, error) {
 	pdCli, err := pd.NewClient(etcdAddrs, pd.SecurityOption{
 		CAPath:   security.ClusterSSLCA,
 		CertPath: security.ClusterSSLCert,
 		KeyPath:  security.ClusterSSLKey,
-	})
+	}, opts...)
 	if err != nil {
 		return nil, errors.Trace(err)
 	}
diff --git a/store/tikv/rawkv.go b/store/tikv/rawkv.go
index b3fbfaf064026..892fe597a7a9d 100644
--- a/store/tikv/rawkv.go
+++ b/store/tikv/rawkv.go
@@ -63,12 +63,12 @@ type RawKVClient struct {
 }
 
 // NewRawKVClient creates a client with PD cluster addrs.
-func NewRawKVClient(pdAddrs []string, security config.Security) (*RawKVClient, error) {
+func NewRawKVClient(pdAddrs []string, security config.Security, opts ...pd.ClientOption) (*RawKVClient, error) {
 	pdCli, err := pd.NewClient(pdAddrs, pd.SecurityOption{
 		CAPath:   security.ClusterSSLCA,
 		CertPath: security.ClusterSSLCert,
 		KeyPath:  security.ClusterSSLKey,
-	})
+	}, opts...)
 	if err != nil {
 		return nil, errors.Trace(err)
 	}