diff --git a/domain/historical_stats.go b/domain/historical_stats.go
index 5d6d90feedef8..07e82bafeb58c 100644
--- a/domain/historical_stats.go
+++ b/domain/historical_stats.go
@@ -77,5 +77,10 @@ func (w *HistoricalStatsWorker) DumpHistoricalStats(tableID int64, statsHandle *
 
 // GetOneHistoricalStatsTable gets one tableID from channel, only used for test
 func (w *HistoricalStatsWorker) GetOneHistoricalStatsTable() int64 {
-	return <-w.tblCH
+	select {
+	case tblID := <-w.tblCH:
+		return tblID
+	default:
+		return -1
+	}
 }
diff --git a/executor/historical_stats_test.go b/executor/historical_stats_test.go
index 6ae23dcebb365..0b00d3182f019 100644
--- a/executor/historical_stats_test.go
+++ b/executor/historical_stats_test.go
@@ -26,6 +26,7 @@ import (
 	"github.com/pingcap/tidb/statistics/handle"
 	"github.com/pingcap/tidb/testkit"
 	"github.com/stretchr/testify/require"
+	"github.com/tikv/client-go/v2/oracle"
 )
 
 func TestRecordHistoryStatsAfterAnalyze(t *testing.T) {
@@ -243,3 +244,65 @@ PARTITION p0 VALUES LESS THAN (6)
 	require.NoError(t, err)
 	tk.MustQuery("select count(*) from mysql.stats_history").Check(testkit.Rows("2"))
 }
+
+func TestDumpHistoricalStatsByTable(t *testing.T) {
+	store, dom := testkit.CreateMockStoreAndDomain(t)
+	tk := testkit.NewTestKit(t, store)
+	tk.MustExec("set global tidb_enable_historical_stats = 1")
+	tk.MustExec("set @@tidb_partition_prune_mode='static'")
+	tk.MustExec("use test")
+	tk.MustExec("drop table if exists t")
+	tk.MustExec(`CREATE TABLE t (a int, b int, index idx(b))
+PARTITION BY RANGE ( a ) (
+PARTITION p0 VALUES LESS THAN (6)
+)`)
+	// dump historical stats
+	h := dom.StatsHandle()
+
+	tk.MustExec("analyze table t")
+	is := dom.InfoSchema()
+	tbl, err := is.TableByName(model.NewCIStr("test"), model.NewCIStr("t"))
+	require.NoError(t, err)
+	require.NotNil(t, tbl)
+
+	// dump historical stats
+	hsWorker := dom.GetHistoricalStatsWorker()
+	// only partition p0 stats will be dumped in static mode
+	tblID := hsWorker.GetOneHistoricalStatsTable()
+	require.NotEqual(t, tblID, -1)
+	err = hsWorker.DumpHistoricalStats(tblID, h)
+	require.NoError(t, err)
+	tblID = hsWorker.GetOneHistoricalStatsTable()
+	require.Equal(t, tblID, int64(-1))
+
+	time.Sleep(1 * time.Second)
+	snapshot := oracle.GoTimeToTS(time.Now())
+	jsTable, err := h.DumpHistoricalStatsBySnapshot("test", tbl.Meta(), snapshot)
+	require.NoError(t, err)
+	require.NotNil(t, jsTable)
+	// only has p0 stats
+	require.NotNil(t, jsTable.Partitions["p0"])
+	require.Nil(t, jsTable.Partitions["global"])
+
+	// change static to dynamic then assert
+	tk.MustExec("set @@tidb_partition_prune_mode='dynamic'")
+	tk.MustExec("analyze table t")
+	require.NoError(t, err)
+	// global and p0's stats will be dumped
+	tblID = hsWorker.GetOneHistoricalStatsTable()
+	require.NotEqual(t, tblID, -1)
+	err = hsWorker.DumpHistoricalStats(tblID, h)
+	require.NoError(t, err)
+	tblID = hsWorker.GetOneHistoricalStatsTable()
+	require.NotEqual(t, tblID, -1)
+	err = hsWorker.DumpHistoricalStats(tblID, h)
+	require.NoError(t, err)
+	time.Sleep(1 * time.Second)
+	snapshot = oracle.GoTimeToTS(time.Now())
+	jsTable, err = h.DumpHistoricalStatsBySnapshot("test", tbl.Meta(), snapshot)
+	require.NoError(t, err)
+	require.NotNil(t, jsTable)
+	// has both global and p0 stats
+	require.NotNil(t, jsTable.Partitions["p0"])
+	require.NotNil(t, jsTable.Partitions["global"])
+}
diff --git a/statistics/handle/dump.go b/statistics/handle/dump.go
index a83c6e57ee3c7..81e982881ee83 100644
--- a/statistics/handle/dump.go
+++ b/statistics/handle/dump.go
@@ -32,8 +32,10 @@ import (
 	"github.com/pingcap/tidb/sessionctx/variable"
 	"github.com/pingcap/tidb/statistics"
 	"github.com/pingcap/tidb/types"
+	"github.com/pingcap/tidb/util/logutil"
 	"github.com/pingcap/tidb/util/sqlexec"
 	"github.com/pingcap/tipb/go-tipb"
+	"go.uber.org/zap"
 )
 
 // JSONTable is used for dumping statistics.
@@ -173,9 +175,10 @@ func (h *Handle) DumpHistoricalStatsBySnapshot(dbName string, tableInfo *model.T
 	if isDynamicMode {
 		tbl, err := h.tableHistoricalStatsToJSON(tableInfo.ID, snapshot)
 		if err != nil {
-			return nil, errors.Trace(err)
-		}
-		if tbl != nil {
+			logutil.BgLogger().Warn("dump global historical stats failed",
+				zap.Int64("table-id", tableInfo.ID),
+				zap.String("table-name", tableInfo.Name.String()))
+		} else if tbl != nil {
 			jsonTbl.Partitions["global"] = tbl
 		}
 	}