diff --git a/statistics/handle/dump.go b/statistics/handle/dump.go
index 71038cd9a74c5..72273b87dd60a 100644
--- a/statistics/handle/dump.go
+++ b/statistics/handle/dump.go
@@ -300,18 +300,21 @@ func TableStatsFromJSON(tableInfo *model.TableInfo, physicalID int64, jsonTbl *J
 			}
 			hist := statistics.HistogramFromProto(jsonCol.Histogram)
 			sc := &stmtctx.StatementContext{TimeZone: time.UTC}
-			// Deal with sortKey, the length of sortKey maybe longer than the column's length.
-			orgLen := colInfo.FieldType.GetFlen()
-			if types.IsString(colInfo.FieldType.GetType()) {
-				colInfo.SetFlen(types.UnspecifiedLength)
+			tmpFT := colInfo.FieldType
+			// For new collation data, when storing the bounds of the histogram, we store the collate key instead of the
+			// original value.
+			// But there's additional conversion logic for new collation data, and the collate key might be longer than
+			// the FieldType.flen.
+			// If we use the original FieldType here, there might be errors like "Invalid utf8mb4 character string"
+			// or "Data too long".
+			// So we change it to TypeBlob to bypass those logics here.
+			if colInfo.FieldType.EvalType() == types.ETString && colInfo.FieldType.GetType() != mysql.TypeEnum && colInfo.FieldType.GetType() != mysql.TypeSet {
+				tmpFT = *types.NewFieldType(mysql.TypeBlob)
 			}
-			hist, err := hist.ConvertTo(sc, &colInfo.FieldType)
+			hist, err := hist.ConvertTo(sc, &tmpFT)
 			if err != nil {
 				return nil, errors.Trace(err)
 			}
-			if types.IsString(colInfo.FieldType.GetType()) {
-				colInfo.SetFlen(orgLen)
-			}
 			cm, topN := statistics.CMSketchAndTopNFromProto(jsonCol.CMSketch)
 			fms := statistics.FMSketchFromProto(jsonCol.FMSketch)
 			hist.ID, hist.NullCount, hist.LastUpdateVersion, hist.TotColSize, hist.Correlation = colInfo.ID, jsonCol.NullCount, jsonCol.LastUpdateVersion, jsonCol.TotColSize, jsonCol.Correlation
diff --git a/statistics/handle/dump_test.go b/statistics/handle/dump_test.go
index d2c67d49dcdbe..f43fe927f00aa 100644
--- a/statistics/handle/dump_test.go
+++ b/statistics/handle/dump_test.go
@@ -400,7 +400,7 @@ func TestLoadStatsForNewCollation(t *testing.T) {
 	tk.MustExec("use test")
 	tk.MustExec("drop table if exists t")
 	tk.MustExec("create table t(a int, b varchar(3) collate utf8mb4_unicode_ci)")
-	tk.MustExec("insert into t value(1, 'aaa'), (3, 'aab'), (5, 'bba'), (2, 'bbb'), (4, 'cca'), (6, 'ccc')")
+	tk.MustExec("insert into t value(1, 'aaa'), (1, 'aaa'), (3, 'aab'), (3, 'aab'), (5, 'bba'), (2, 'bbb'), (4, 'cca'), (6, 'ccc'), (7, 'Ste')")
 	// mark column stats as needed
 	tk.MustExec("select * from t where a = 3")
 	tk.MustExec("select * from t where b = 'bbb'")
diff --git a/statistics/handle/handle.go b/statistics/handle/handle.go
index c213338d44b8e..37bed98516de2 100644
--- a/statistics/handle/handle.go
+++ b/statistics/handle/handle.go
@@ -1355,9 +1355,13 @@ func (h *Handle) histogramFromStorage(reader *statsReader, tableID int64, colID
 		} else {
 			sc := &stmtctx.StatementContext{TimeZone: time.UTC}
 			d := rows[i].GetDatum(2, &fields[2].Column.FieldType)
-			// When there's new collation data, the length of bounds of histogram(the collate key) might be
-			// longer than the FieldType.flen of this column.
-			// We change it to TypeBlob to bypass the length check here.
+			// For new collation data, when storing the bounds of the histogram, we store the collate key instead of the
+			// original value.
+			// But there's additional conversion logic for new collation data, and the collate key might be longer than
+			// the FieldType.flen.
+			// If we use the original FieldType here, there might be errors like "Invalid utf8mb4 character string"
+			// or "Data too long".
+			// So we change it to TypeBlob to bypass those logics here.
 			if tp.EvalType() == types.ETString && tp.GetType() != mysql.TypeEnum && tp.GetType() != mysql.TypeSet {
 				tp = types.NewFieldType(mysql.TypeBlob)
 			}