diff --git a/server/http_handler.go b/server/http_handler.go
index fb7875a481665..2a2e81bb3089a 100644
--- a/server/http_handler.go
+++ b/server/http_handler.go
@@ -44,7 +44,6 @@ import (
 	"github.com/pingcap/tidb/kv"
 	"github.com/pingcap/tidb/meta"
 	"github.com/pingcap/tidb/session"
-	"github.com/pingcap/tidb/sessionctx"
 	"github.com/pingcap/tidb/sessionctx/binloginfo"
 	"github.com/pingcap/tidb/sessionctx/stmtctx"
 	"github.com/pingcap/tidb/sessionctx/variable"
@@ -332,11 +331,11 @@ func (t *tikvHandlerTool) getPartition(tableVal table.Table, partitionName strin
 }
 
 func (t *tikvHandlerTool) schema() (infoschema.InfoSchema, error) {
-	session, err := session.CreateSession(t.Store)
+	dom, err := session.GetDomain(t.Store)
 	if err != nil {
-		return nil, errors.Trace(err)
+		return nil, err
 	}
-	return domain.GetDomain(session.(sessionctx.Context)).InfoSchema(), nil
+	return dom.InfoSchema(), nil
 }
 
 func (t *tikvHandlerTool) handleMvccGetByHex(params map[string]string) (*mvccKV, error) {
@@ -810,14 +809,11 @@ func (h flashReplicaHandler) getTiFlashReplicaInfo(tblInfo *model.TableInfo, rep
 }
 
 func (h flashReplicaHandler) getDropOrTruncateTableTiflash(currentSchema infoschema.InfoSchema) ([]*tableFlashReplicaInfo, error) {
-	s, err := session.CreateSession(h.Store.(kv.Storage))
+	s, err := session.CreateSession(h.Store)
 	if err != nil {
 		return nil, errors.Trace(err)
 	}
-
-	if s != nil {
-		defer s.Close()
-	}
+	defer s.Close()
 
 	store := domain.GetDomain(s).Store()
 	txn, err := store.Begin()
@@ -880,16 +876,18 @@ func (h flashReplicaHandler) handleStatusReport(w http.ResponseWriter, req *http
 		writeError(w, err)
 		return
 	}
-	do, err := session.GetDomain(h.Store.(kv.Storage))
+	do, err := session.GetDomain(h.Store)
 	if err != nil {
 		writeError(w, err)
 		return
 	}
-	s, err := session.CreateSession(h.Store.(kv.Storage))
+	s, err := session.CreateSession(h.Store)
 	if err != nil {
 		writeError(w, err)
 		return
 	}
+	defer s.Close()
+
 	available := status.checkTableFlashReplicaAvailable()
 	err = do.DDL().UpdateTableReplicaInfo(s, status.ID, available)
 	if err != nil {
@@ -1055,18 +1053,7 @@ func (h ddlHistoryJobHandler) ServeHTTP(w http.ResponseWriter, req *http.Request
 }
 
 func (h ddlHistoryJobHandler) getAllHistoryDDL() ([]*model.Job, error) {
-	s, err := session.CreateSession(h.Store.(kv.Storage))
-	if err != nil {
-		return nil, errors.Trace(err)
-	}
-
-	if s != nil {
-		defer s.Close()
-	}
-
-	store := domain.GetDomain(s.(sessionctx.Context)).Store()
-	txn, err := store.Begin()
-
+	txn, err := h.Store.Begin()
 	if err != nil {
 		return nil, errors.Trace(err)
 	}
@@ -1678,7 +1665,7 @@ type serverInfo struct {
 
 // ServeHTTP handles request of ddl server info.
 func (h serverInfoHandler) ServeHTTP(w http.ResponseWriter, req *http.Request) {
-	do, err := session.GetDomain(h.Store.(kv.Storage))
+	do, err := session.GetDomain(h.Store)
 	if err != nil {
 		writeError(w, errors.New("create session error"))
 		log.Error(err)
@@ -1708,7 +1695,7 @@ type clusterServerInfo struct {
 
 // ServeHTTP handles request of all ddl servers info.
 func (h allServerInfoHandler) ServeHTTP(w http.ResponseWriter, req *http.Request) {
-	do, err := session.GetDomain(h.Store.(kv.Storage))
+	do, err := session.GetDomain(h.Store)
 	if err != nil {
 		writeError(w, errors.New("create session error"))
 		log.Error(err)
@@ -1809,6 +1796,8 @@ func (h profileHandler) ServeHTTP(w http.ResponseWriter, req *http.Request) {
 		writeError(w, err)
 		return
 	}
+	defer sctx.Close()
+
 	var start, end time.Time
 	if req.FormValue("end") != "" {
 		end, err = time.ParseInLocation(time.RFC3339, req.FormValue("end"), sctx.GetSessionVars().Location())
diff --git a/server/sql_info_fetcher.go b/server/sql_info_fetcher.go
index 76ba5d6682341..6f5fc425d2697 100644
--- a/server/sql_info_fetcher.go
+++ b/server/sql_info_fetcher.go
@@ -81,6 +81,7 @@ func (sh *sqlInfoFetcher) zipInfoForSQL(w http.ResponseWriter, r *http.Request)
 		return
 	}
 	defer sh.s.Close()
+
 	sh.do = domain.GetDomain(sh.s)
 	reqCtx := r.Context()
 	sql := r.FormValue("sql")
diff --git a/server/statistics_handler.go b/server/statistics_handler.go
index ecb246e46cf48..24eab7ba7223d 100644
--- a/server/statistics_handler.go
+++ b/server/statistics_handler.go
@@ -92,6 +92,8 @@ func (sh StatsHistoryHandler) ServeHTTP(w http.ResponseWriter, req *http.Request
 		writeError(w, err)
 		return
 	}
+	defer se.Close()
+
 	se.GetSessionVars().StmtCtx.TimeZone = time.Local
 	t, err := types.ParseTime(se.GetSessionVars().StmtCtx, params[pSnapshot], mysql.TypeTimestamp, 6)
 	if err != nil {