diff --git a/server/statistics_handler.go b/server/statistics_handler.go
index 09de26810a332..1844905e0a782 100644
--- a/server/statistics_handler.go
+++ b/server/statistics_handler.go
@@ -15,6 +15,7 @@
 package server
 
 import (
+	"fmt"
 	"net/http"
 	"strconv"
 	"time"
@@ -24,8 +25,8 @@ import (
 	"github.com/pingcap/tidb/parser/model"
 	"github.com/pingcap/tidb/parser/mysql"
 	"github.com/pingcap/tidb/session"
+	"github.com/pingcap/tidb/sessionctx/variable"
 	"github.com/pingcap/tidb/types"
-	"github.com/pingcap/tidb/util/gcutil"
 	"github.com/tikv/client-go/v2/oracle"
 )
 
@@ -105,14 +106,14 @@ func (sh StatsHistoryHandler) ServeHTTP(w http.ResponseWriter, req *http.Request
 		return
 	}
 	defer se.Close()
-
-	dumpPartitionStats := true
-	if len(params[pDumpPartitionStats]) > 0 {
-		dumpPartitionStats, err = strconv.ParseBool(params[pDumpPartitionStats])
-		if err != nil {
-			writeError(w, err)
-			return
-		}
+	enabeld, err := sh.do.StatsHandle().CheckHistoricalStatsEnable()
+	if err != nil {
+		writeError(w, err)
+		return
+	}
+	if !enabeld {
+		writeError(w, fmt.Errorf("%v should be enabled", variable.TiDBEnableHistoricalStats))
+		return
 	}
 
 	se.GetSessionVars().StmtCtx.TimeZone = time.Local
@@ -127,12 +128,6 @@ func (sh StatsHistoryHandler) ServeHTTP(w http.ResponseWriter, req *http.Request
 		return
 	}
 	snapshot := oracle.GoTimeToTS(t1)
-	err = gcutil.ValidateSnapshot(se, snapshot)
-	if err != nil {
-		writeError(w, err)
-		return
-	}
-
 	is, err := sh.do.GetSnapshotInfoSchema(snapshot)
 	if err != nil {
 		writeError(w, err)
@@ -144,7 +139,7 @@ func (sh StatsHistoryHandler) ServeHTTP(w http.ResponseWriter, req *http.Request
 		writeError(w, err)
 		return
 	}
-	js, err := h.DumpStatsToJSONBySnapshot(params[pDBName], tbl.Meta(), snapshot, dumpPartitionStats)
+	js, err := h.DumpHistoricalStatsBySnapshot(params[pDBName], tbl.Meta(), snapshot)
 	if err != nil {
 		writeError(w, err)
 	} else {
diff --git a/server/statistics_handler_test.go b/server/statistics_handler_test.go
index a4d557f45be88..e0ecc7ba853f0 100644
--- a/server/statistics_handler_test.go
+++ b/server/statistics_handler_test.go
@@ -25,6 +25,7 @@ import (
 
 	"github.com/go-sql-driver/mysql"
 	"github.com/gorilla/mux"
+	"github.com/pingcap/tidb/parser/model"
 	"github.com/pingcap/tidb/session"
 	"github.com/pingcap/tidb/statistics/handle"
 	"github.com/pingcap/tidb/testkit"
@@ -59,6 +60,10 @@ func TestDumpStatsAPI(t *testing.T) {
 	statsHandler := &StatsHandler{dom}
 
 	prepareData(t, client, statsHandler)
+	tableInfo, err := dom.InfoSchema().TableByName(model.NewCIStr("tidb"), model.NewCIStr("test"))
+	require.NoError(t, err)
+	err = dom.GetHistoricalStatsWorker().DumpHistoricalStats(tableInfo.Meta().ID, dom.StatsHandle())
+	require.NoError(t, err)
 
 	router := mux.NewRouter()
 	router.Handle("/stats/dump/{db}/{table}", statsHandler)
@@ -168,6 +173,7 @@ func prepareData(t *testing.T, client *testServerClient, statHandle *StatsHandle
 	tk.MustExec("insert test values (1, 's')")
 	require.NoError(t, h.DumpStatsDeltaToKV(handle.DumpAll))
 	tk.MustExec("analyze table test")
+	tk.MustExec("set global tidb_enable_historical_stats = 1")
 	tk.MustExec("insert into test(a,b) values (1, 'v'),(3, 'vvv'),(5, 'vv')")
 	is := statHandle.do.InfoSchema()
 	require.NoError(t, h.DumpStatsDeltaToKV(handle.DumpAll))
diff --git a/statistics/handle/ddl.go b/statistics/handle/ddl.go
index 84e0a087a13d3..d5926c84f49c0 100644
--- a/statistics/handle/ddl.go
+++ b/statistics/handle/ddl.go
@@ -221,7 +221,7 @@ func (h *Handle) insertTableStats2KV(info *model.TableInfo, physicalID int64) (e
 	statsVer := uint64(0)
 	defer func() {
 		if err == nil && statsVer != 0 {
-			err = h.recordHistoricalStatsMeta(physicalID, statsVer)
+			h.recordHistoricalStatsMeta(physicalID, statsVer)
 		}
 	}()
 	h.mu.Lock()
@@ -263,7 +263,7 @@ func (h *Handle) insertColStats2KV(physicalID int64, colInfos []*model.ColumnInf
 	statsVer := uint64(0)
 	defer func() {
 		if err == nil && statsVer != 0 {
-			err = h.recordHistoricalStatsMeta(physicalID, statsVer)
+			h.recordHistoricalStatsMeta(physicalID, statsVer)
 		}
 	}()
 	h.mu.Lock()
diff --git a/statistics/handle/dump.go b/statistics/handle/dump.go
index 8f9b070ef2f6f..546916751c32d 100644
--- a/statistics/handle/dump.go
+++ b/statistics/handle/dump.go
@@ -18,6 +18,7 @@ import (
 	"bytes"
 	"compress/gzip"
 	"encoding/json"
+	"fmt"
 	"io/ioutil"
 	"time"
 
@@ -130,6 +131,42 @@ func (h *Handle) DumpStatsToJSON(dbName string, tableInfo *model.TableInfo,
 	return h.DumpStatsToJSONBySnapshot(dbName, tableInfo, snapshot, dumpPartitionStats)
 }
 
+// DumpHistoricalStatsBySnapshot dumped json tables from mysql.stats_meta_history and mysql.stats_history
+func (h *Handle) DumpHistoricalStatsBySnapshot(dbName string, tableInfo *model.TableInfo, snapshot uint64) (*JSONTable, error) {
+	pi := tableInfo.GetPartitionInfo()
+	if pi == nil {
+		return h.tableHistoricalStatsToJSON(tableInfo.ID, snapshot)
+	}
+	jsonTbl := &JSONTable{
+		DatabaseName: dbName,
+		TableName:    tableInfo.Name.L,
+		Partitions:   make(map[string]*JSONTable, len(pi.Definitions)),
+	}
+	for _, def := range pi.Definitions {
+		tbl, err := h.tableHistoricalStatsToJSON(def.ID, snapshot)
+		if err != nil {
+			return nil, errors.Trace(err)
+		}
+		if tbl == nil {
+			continue
+		}
+		jsonTbl.Partitions[def.Name.L] = tbl
+	}
+	h.mu.Lock()
+	isDynamicMode := variable.PartitionPruneMode(h.mu.ctx.GetSessionVars().PartitionPruneMode.Load()) == variable.Dynamic
+	h.mu.Unlock()
+	if isDynamicMode {
+		tbl, err := h.tableHistoricalStatsToJSON(tableInfo.ID, snapshot)
+		if err != nil {
+			return nil, errors.Trace(err)
+		}
+		if tbl != nil {
+			jsonTbl.Partitions["global"] = tbl
+		}
+	}
+	return jsonTbl, nil
+}
+
 // DumpStatsToJSONBySnapshot dumps statistic to json.
 func (h *Handle) DumpStatsToJSONBySnapshot(dbName string, tableInfo *model.TableInfo, snapshot uint64, dumpPartitionStats bool) (*JSONTable, error) {
 	h.mu.Lock()
@@ -194,6 +231,62 @@ func GenJSONTableFromStats(dbName string, tableInfo *model.TableInfo, tbl *stati
 	return jsonTbl, nil
 }
 
+func (h *Handle) tableHistoricalStatsToJSON(physicalID int64, snapshot uint64) (*JSONTable, error) {
+	reader, err := h.getGlobalStatsReader(0)
+	if err != nil {
+		return nil, err
+	}
+	defer func() {
+		err1 := h.releaseGlobalStatsReader(reader)
+		if err == nil && err1 != nil {
+			err = err1
+		}
+	}()
+
+	// get meta version
+	rows, _, err := reader.read("select distinct version from mysql.stats_meta_history where table_id = %? and version <= %? order by version desc limit 1", physicalID, snapshot)
+	if err != nil {
+		return nil, errors.AddStack(err)
+	}
+	if len(rows) < 1 {
+		return nil, fmt.Errorf("failed to get records of stats_meta_history for table_id = %v, snapshot = %v", physicalID, snapshot)
+	}
+	statsMetaVersion := rows[0].GetInt64(0)
+	// get stats meta
+	rows, _, err = reader.read("select modify_count, count from mysql.stats_meta_history where table_id = %? and version = %?", physicalID, statsMetaVersion)
+	if err != nil {
+		return nil, errors.AddStack(err)
+	}
+	modifyCount, count := rows[0].GetInt64(0), rows[0].GetInt64(1)
+
+	// get stats version
+	rows, _, err = reader.read("select distinct version from mysql.stats_history where table_id = %? and version <= %? order by version desc limit 1", physicalID, snapshot)
+	if err != nil {
+		return nil, errors.AddStack(err)
+	}
+	if len(rows) < 1 {
+		return nil, fmt.Errorf("failed to get record of stats_history for table_id = %v, snapshot = %v", physicalID, snapshot)
+	}
+	statsVersion := rows[0].GetInt64(0)
+
+	// get stats
+	rows, _, err = reader.read("select stats_data from mysql.stats_history where table_id = %? and version = %? order by seq_no", physicalID, statsVersion)
+	if err != nil {
+		return nil, errors.AddStack(err)
+	}
+	blocks := make([][]byte, 0)
+	for _, row := range rows {
+		blocks = append(blocks, row.GetBytes(0))
+	}
+	jsonTbl, err := BlocksToJSONTable(blocks)
+	if err != nil {
+		return nil, errors.AddStack(err)
+	}
+	jsonTbl.Count = count
+	jsonTbl.ModifyCount = modifyCount
+	return jsonTbl, nil
+}
+
 func (h *Handle) tableStatsToJSON(dbName string, tableInfo *model.TableInfo, physicalID int64, snapshot uint64) (*JSONTable, error) {
 	tbl, err := h.TableStatsFromStorage(tableInfo, physicalID, true, snapshot)
 	if err != nil || tbl == nil {
diff --git a/statistics/handle/handle.go b/statistics/handle/handle.go
index 8462799bf2a77..4a23f6959655c 100644
--- a/statistics/handle/handle.go
+++ b/statistics/handle/handle.go
@@ -1619,7 +1619,7 @@ func (h *Handle) SaveTableStatsToStorage(results *statistics.AnalyzeResults, ana
 	statsVer := uint64(0)
 	defer func() {
 		if err == nil && statsVer != 0 {
-			err = h.recordHistoricalStatsMeta(tableID, statsVer)
+			h.recordHistoricalStatsMeta(tableID, statsVer)
 		}
 	}()
 	h.mu.Lock()
@@ -1634,7 +1634,12 @@ func SaveTableStatsToStorage(sctx sessionctx.Context, results *statistics.Analyz
 	statsVer := uint64(0)
 	defer func() {
 		if err == nil && statsVer != 0 {
-			err = recordHistoricalStatsMeta(sctx, tableID, statsVer)
+			if err1 := recordHistoricalStatsMeta(sctx, tableID, statsVer); err1 != nil {
+				logutil.BgLogger().Error("record historical stats meta failed",
+					zap.Int64("table-id", tableID),
+					zap.Uint64("version", statsVer),
+					zap.Error(err1))
+			}
 		}
 	}()
 	ctx := kv.WithInternalSourceType(context.Background(), kv.InternalTxnStats)
@@ -1808,7 +1813,7 @@ func (h *Handle) SaveStatsToStorage(tableID int64, count, modifyCount int64, isI
 	statsVer := uint64(0)
 	defer func() {
 		if err == nil && statsVer != 0 {
-			err = h.recordHistoricalStatsMeta(tableID, statsVer)
+			h.recordHistoricalStatsMeta(tableID, statsVer)
 		}
 	}()
 	h.mu.Lock()
@@ -1887,7 +1892,7 @@ func (h *Handle) SaveMetaToStorage(tableID, count, modifyCount int64) (err error
 	statsVer := uint64(0)
 	defer func() {
 		if err == nil && statsVer != 0 {
-			err = h.recordHistoricalStatsMeta(tableID, statsVer)
+			h.recordHistoricalStatsMeta(tableID, statsVer)
 		}
 	}()
 	h.mu.Lock()
@@ -2093,7 +2098,7 @@ func (h *Handle) InsertExtendedStats(statsName string, colIDs []int64, tp int, t
 	statsVer := uint64(0)
 	defer func() {
 		if err == nil && statsVer != 0 {
-			err = h.recordHistoricalStatsMeta(tableID, statsVer)
+			h.recordHistoricalStatsMeta(tableID, statsVer)
 		}
 	}()
 	slices.Sort(colIDs)
@@ -2164,7 +2169,7 @@ func (h *Handle) MarkExtendedStatsDeleted(statsName string, tableID int64, ifExi
 	statsVer := uint64(0)
 	defer func() {
 		if err == nil && statsVer != 0 {
-			err = h.recordHistoricalStatsMeta(tableID, statsVer)
+			h.recordHistoricalStatsMeta(tableID, statsVer)
 		}
 	}()
 	ctx := kv.WithInternalSourceType(context.Background(), kv.InternalTxnStats)
@@ -2377,7 +2382,7 @@ func (h *Handle) SaveExtendedStatsToStorage(tableID int64, extStats *statistics.
 	statsVer := uint64(0)
 	defer func() {
 		if err == nil && statsVer != 0 {
-			err = h.recordHistoricalStatsMeta(tableID, statsVer)
+			h.recordHistoricalStatsMeta(tableID, statsVer)
 		}
 	}()
 	if extStats == nil || len(extStats.Stats) == 0 {
@@ -2676,10 +2681,16 @@ func recordHistoricalStatsMeta(sctx sessionctx.Context, tableID int64, version u
 	return nil
 }
 
-func (h *Handle) recordHistoricalStatsMeta(tableID int64, version uint64) error {
+func (h *Handle) recordHistoricalStatsMeta(tableID int64, version uint64) {
 	h.mu.Lock()
 	defer h.mu.Unlock()
-	return recordHistoricalStatsMeta(h.mu.ctx, tableID, version)
+	err := recordHistoricalStatsMeta(h.mu.ctx, tableID, version)
+	if err != nil {
+		logutil.BgLogger().Error("record historical stats meta failed",
+			zap.Int64("table-id", tableID),
+			zap.Uint64("version", version),
+			zap.Error(err))
+	}
 }
 
 // InsertAnalyzeJob inserts analyze job into mysql.analyze_jobs and gets job ID for further updating job.
diff --git a/statistics/handle/update.go b/statistics/handle/update.go
index 1da73f188e3a1..aaebf78b323d3 100644
--- a/statistics/handle/update.go
+++ b/statistics/handle/update.go
@@ -524,7 +524,7 @@ func (h *Handle) dumpTableStatCountToKV(id int64, delta variable.TableDelta) (up
 	statsVer := uint64(0)
 	defer func() {
 		if err == nil && statsVer != 0 {
-			err = h.recordHistoricalStatsMeta(id, statsVer)
+			h.recordHistoricalStatsMeta(id, statsVer)
 		}
 	}()
 	if delta.Count == 0 {