diff --git a/executor/builder.go b/executor/builder.go
index 1c62d4cbf5702..8fb430f113633 100644
--- a/executor/builder.go
+++ b/executor/builder.go
@@ -548,6 +548,11 @@ func (b *executorBuilder) buildInsert(v *plannercore.Insert) Executor {
 		hasRefCols:   v.NeedFillDefaultValue,
 		SelectExec:   selectExec,
 	}
+	err := ivs.initInsertColumns()
+	if err != nil {
+		b.err = err
+		return nil
+	}
 
 	if v.IsReplace {
 		return b.buildReplace(ivs)
@@ -572,17 +577,16 @@ func (b *executorBuilder) buildLoadData(v *plannercore.LoadData) Executor {
 		GenColumns:   v.GenCols.Columns,
 		GenExprs:     v.GenCols.Exprs,
 	}
-	tableCols := tbl.Cols()
-	columns, err := insertVal.getColumns(tableCols)
+	err := insertVal.initInsertColumns()
 	if err != nil {
-		b.err = errors.Trace(err)
+		b.err = err
 		return nil
 	}
 	loadDataExec := &LoadDataExec{
 		baseExecutor: newBaseExecutor(b.ctx, nil, v.ExplainID()),
 		IsLocal:      v.IsLocal,
 		loadDataInfo: &LoadDataInfo{
-			row:          make([]types.Datum, len(columns)),
+			row:          make([]types.Datum, len(insertVal.insertColumns)),
 			InsertValues: insertVal,
 			Path:         v.Path,
 			Table:        tbl,
@@ -590,7 +594,6 @@ func (b *executorBuilder) buildLoadData(v *plannercore.LoadData) Executor {
 			LinesInfo:    v.LinesInfo,
 			IgnoreLines:  v.IgnoreLines,
 			Ctx:          b.ctx,
-			columns:      columns,
 		},
 	}
 
diff --git a/executor/insert.go b/executor/insert.go
index 932a2c09ce326..a62a2524c8003 100644
--- a/executor/insert.go
+++ b/executor/insert.go
@@ -129,15 +129,10 @@ func (e *InsertExec) batchUpdateDupRows(newRows [][]types.Datum) error {
 // Next implements Exec Next interface.
 func (e *InsertExec) Next(ctx context.Context, chk *chunk.Chunk) error {
 	chk.Reset()
-	cols, err := e.getColumns(e.Table.Cols())
-	if err != nil {
-		return errors.Trace(err)
-	}
-
 	if len(e.children) > 0 && e.children[0] != nil {
-		return errors.Trace(e.insertRowsFromSelect(ctx, cols, e.exec))
+		return e.insertRowsFromSelect(ctx, e.exec)
 	}
-	return errors.Trace(e.insertRows(cols, e.exec))
+	return e.insertRows(e.exec)
 }
 
 // Close implements the Executor Close interface.
@@ -154,6 +149,7 @@ func (e *InsertExec) Open(ctx context.Context) error {
 	if e.SelectExec != nil {
 		return e.SelectExec.Open(ctx)
 	}
+	e.initEvalBuffer()
 	return nil
 }
 
diff --git a/executor/insert_common.go b/executor/insert_common.go
index 2517420943feb..72123ec508a40 100644
--- a/executor/insert_common.go
+++ b/executor/insert_common.go
@@ -50,9 +50,13 @@ type InsertValues struct {
 	GenColumns []*ast.ColumnName
 	GenExprs   []expression.Expression
 
+	insertColumns []*table.Column
+
 	// colDefaultVals is used to store casted default value.
 	// Because not every insert statement needs colDefaultVals, so we will init the buffer lazily.
-	colDefaultVals []defaultVal
+	colDefaultVals  []defaultVal
+	evalBuffer      chunk.MutRow
+	evalBufferTypes []*types.FieldType
 }
 
 type defaultVal struct {
@@ -61,16 +65,18 @@ type defaultVal struct {
 	valid bool
 }
 
-// getColumns gets the explicitly specified columns of an insert statement. There are three cases:
+// initInsertColumns sets the explicitly specified columns of an insert statement. There are three cases:
 // There are three types of insert statements:
 // 1 insert ... values(...)  --> name type column
 // 2 insert ... set x=y...   --> set type column
 // 3 insert ... (select ..)  --> name type column
 // See https://dev.mysql.com/doc/refman/5.7/en/insert.html
-func (e *InsertValues) getColumns(tableCols []*table.Column) ([]*table.Column, error) {
+func (e *InsertValues) initInsertColumns() error {
 	var cols []*table.Column
 	var err error
 
+	tableCols := e.Table.Cols()
+
 	if len(e.SetList) > 0 {
 		// Process `set` type column.
 		columns := make([]string, 0, len(e.SetList))
@@ -82,10 +88,10 @@ func (e *InsertValues) getColumns(tableCols []*table.Column) ([]*table.Column, e
 		}
 		cols, err = table.FindCols(tableCols, columns, e.Table.Meta().PKIsHandle)
 		if err != nil {
-			return nil, errors.Errorf("INSERT INTO %s: %s", e.Table.Meta().Name.O, err)
+			return errors.Errorf("INSERT INTO %s: %s", e.Table.Meta().Name.O, err)
 		}
 		if len(cols) == 0 {
-			return nil, errors.Errorf("INSERT INTO %s: empty column", e.Table.Meta().Name.O)
+			return errors.Errorf("INSERT INTO %s: empty column", e.Table.Meta().Name.O)
 		}
 	} else if len(e.Columns) > 0 {
 		// Process `name` type column.
@@ -98,7 +104,7 @@ func (e *InsertValues) getColumns(tableCols []*table.Column) ([]*table.Column, e
 		}
 		cols, err = table.FindCols(tableCols, columns, e.Table.Meta().PKIsHandle)
 		if err != nil {
-			return nil, errors.Errorf("INSERT INTO %s: %s", e.Table.Meta().Name.O, err)
+			return errors.Errorf("INSERT INTO %s: %s", e.Table.Meta().Name.O, err)
 		}
 	} else {
 		// If e.Columns are empty, use all columns instead.
@@ -114,10 +120,25 @@ func (e *InsertValues) getColumns(tableCols []*table.Column) ([]*table.Column, e
 	// Check column whether is specified only once.
 	err = table.CheckOnce(cols)
 	if err != nil {
-		return nil, errors.Trace(err)
+		return err
 	}
+	e.insertColumns = cols
+	return nil
+}
 
-	return cols, nil
+func (e *InsertValues) initEvalBuffer() {
+	numCols := len(e.Table.Cols())
+	if e.hasExtraHandle {
+		numCols++
+	}
+	e.evalBufferTypes = make([]*types.FieldType, numCols)
+	for i, col := range e.Table.Cols() {
+		e.evalBufferTypes[i] = &col.FieldType
+	}
+	if e.hasExtraHandle {
+		e.evalBufferTypes[len(e.evalBufferTypes)-1] = types.NewFieldType(mysql.TypeLonglong)
+	}
+	e.evalBuffer = chunk.MutRowFromTypes(e.evalBufferTypes)
 }
 
 func (e *InsertValues) lazilyInitColDefaultValBuf() (ok bool) {
@@ -150,7 +171,7 @@ func (e *InsertValues) processSetList() error {
 }
 
 // insertRows processes `insert|replace into values ()` or `insert|replace into set x=y`
-func (e *InsertValues) insertRows(cols []*table.Column, exec func(rows [][]types.Datum) error) (err error) {
+func (e *InsertValues) insertRows(exec func(rows [][]types.Datum) error) (err error) {
 	// For `insert|replace into set x=y`, process the set list here.
 	if err = e.processSetList(); err != nil {
 		return errors.Trace(err)
@@ -159,7 +180,7 @@ func (e *InsertValues) insertRows(cols []*table.Column, exec func(rows [][]types
 	rows := make([][]types.Datum, 0, len(e.Lists))
 	for i, list := range e.Lists {
 		e.rowCount++
-		row, err := e.evalRow(cols, list, i)
+		row, err := e.evalRow(list, i)
 		if err != nil {
 			return errors.Trace(err)
 		}
@@ -189,7 +210,7 @@ func (e *InsertValues) handleErr(col *table.Column, val *types.Datum, rowIdx int
 
 // evalRow evaluates a to-be-inserted row. The value of the column may base on another column,
 // so we use setValueForRefColumn to fill the empty row some default values when needFillDefaultValues is true.
-func (e *InsertValues) evalRow(cols []*table.Column, list []expression.Expression, rowIdx int) ([]types.Datum, error) {
+func (e *InsertValues) evalRow(list []expression.Expression, rowIdx int) ([]types.Datum, error) {
 	rowLen := len(e.Table.Cols())
 	if e.hasExtraHandle {
 		rowLen++
@@ -204,18 +225,20 @@ func (e *InsertValues) evalRow(cols []*table.Column, list []expression.Expressio
 		}
 	}
 
+	e.evalBuffer.SetDatums(row...)
 	for i, expr := range list {
-		val, err := expr.Eval(chunk.MutRowFromDatums(row).ToRow())
-		if err = e.handleErr(cols[i], &val, rowIdx, err); err != nil {
+		val, err := expr.Eval(e.evalBuffer.ToRow())
+		if err = e.handleErr(e.insertColumns[i], &val, rowIdx, err); err != nil {
 			return nil, errors.Trace(err)
 		}
-		val1, err := table.CastValue(e.ctx, val, cols[i].ToInfo())
-		if err = e.handleErr(cols[i], &val, rowIdx, err); err != nil {
+		val1, err := table.CastValue(e.ctx, val, e.insertColumns[i].ToInfo())
+		if err = e.handleErr(e.insertColumns[i], &val, rowIdx, err); err != nil {
 			return nil, errors.Trace(err)
 		}
 
-		offset := cols[i].Offset
-		row[offset], hasValue[offset] = val1, true
+		offset := e.insertColumns[i].Offset
+		row[offset], hasValue[offset] = *val1.Copy(), true
+		e.evalBuffer.SetDatum(offset, val1)
 	}
 
 	return e.fillRow(row, hasValue)
@@ -251,7 +274,7 @@ func (e *InsertValues) setValueForRefColumn(row []types.Datum, hasValue []bool)
 	return nil
 }
 
-func (e *InsertValues) insertRowsFromSelect(ctx context.Context, cols []*table.Column, exec func(rows [][]types.Datum) error) error {
+func (e *InsertValues) insertRowsFromSelect(ctx context.Context, exec func(rows [][]types.Datum) error) error {
 	// process `insert|replace into ... select ... from ...`
 	selectExec := e.children[0]
 	fields := selectExec.retTypes()
@@ -275,7 +298,7 @@ func (e *InsertValues) insertRowsFromSelect(ctx context.Context, cols []*table.C
 		for innerChunkRow := iter.Begin(); innerChunkRow != iter.End(); innerChunkRow = iter.Next() {
 			innerRow := types.CopyRow(innerChunkRow.GetDatumRow(fields))
 			e.rowCount++
-			row, err := e.getRow(cols, innerRow)
+			row, err := e.getRow(innerRow)
 			if err != nil {
 				return errors.Trace(err)
 			}
@@ -305,16 +328,16 @@ func (e *InsertValues) insertRowsFromSelect(ctx context.Context, cols []*table.C
 // getRow gets the row which from `insert into select from` or `load data`.
 // The input values from these two statements are datums instead of
 // expressions which are used in `insert into set x=y`.
-func (e *InsertValues) getRow(cols []*table.Column, vals []types.Datum) ([]types.Datum, error) {
+func (e *InsertValues) getRow(vals []types.Datum) ([]types.Datum, error) {
 	row := make([]types.Datum, len(e.Table.Cols()))
 	hasValue := make([]bool, len(e.Table.Cols()))
 	for i, v := range vals {
-		casted, err := table.CastValue(e.ctx, v, cols[i].ToInfo())
+		casted, err := table.CastValue(e.ctx, v, e.insertColumns[i].ToInfo())
 		if e.filterErr(err) != nil {
 			return nil, errors.Trace(err)
 		}
 
-		offset := cols[i].Offset
+		offset := e.insertColumns[i].Offset
 		row[offset] = casted
 		hasValue[offset] = true
 	}
diff --git a/executor/load_data.go b/executor/load_data.go
index d6ee3724a3a74..83171cbbd8589 100644
--- a/executor/load_data.go
+++ b/executor/load_data.go
@@ -44,7 +44,6 @@ func NewLoadDataInfo(ctx sessionctx.Context, row []types.Datum, tbl table.Table,
 		InsertValues: insertVal,
 		Table:        tbl,
 		Ctx:          ctx,
-		columns:      cols,
 	}
 }
 
@@ -81,6 +80,9 @@ func (e *LoadDataExec) Close() error {
 
 // Open implements the Executor Open interface.
 func (e *LoadDataExec) Open(ctx context.Context) error {
+	if e.loadDataInfo.insertColumns != nil {
+		e.loadDataInfo.initEvalBuffer()
+	}
 	return nil
 }
 
@@ -95,7 +97,6 @@ type LoadDataInfo struct {
 	LinesInfo   *ast.LinesClause
 	IgnoreLines uint64
 	Ctx         sessionctx.Context
-	columns     []*table.Column
 }
 
 // SetMaxRowsInBatch sets the max number of rows to insert in a batch.
@@ -274,7 +275,7 @@ func (e *LoadDataInfo) colsToRow(cols []field) []types.Datum {
 			e.row[i].SetString(string(cols[i].str))
 		}
 	}
-	row, err := e.getRow(e.columns, e.row)
+	row, err := e.getRow(e.row)
 	if err != nil {
 		e.handleWarning(err,
 			fmt.Sprintf("Load Data: insert data:%v failed:%v", e.row, errors.ErrorStack(err)))
diff --git a/executor/replace.go b/executor/replace.go
index dbe79cfde4817..bb06f2fec0455 100644
--- a/executor/replace.go
+++ b/executor/replace.go
@@ -42,6 +42,7 @@ func (e *ReplaceExec) Open(ctx context.Context) error {
 	if e.SelectExec != nil {
 		return e.SelectExec.Open(ctx)
 	}
+	e.initEvalBuffer()
 	return nil
 }
 
@@ -178,13 +179,8 @@ func (e *ReplaceExec) exec(newRows [][]types.Datum) error {
 // Next implements the Executor Next interface.
 func (e *ReplaceExec) Next(ctx context.Context, chk *chunk.Chunk) error {
 	chk.Reset()
-	cols, err := e.getColumns(e.Table.Cols())
-	if err != nil {
-		return errors.Trace(err)
-	}
-
 	if len(e.children) > 0 && e.children[0] != nil {
-		return errors.Trace(e.insertRowsFromSelect(ctx, cols, e.exec))
+		return e.insertRowsFromSelect(ctx, e.exec)
 	}
-	return errors.Trace(e.insertRows(cols, e.exec))
+	return e.insertRows(e.exec)
 }
diff --git a/executor/update.go b/executor/update.go
index de60b92ab8a01..dc04ef5f505f3 100644
--- a/executor/update.go
+++ b/executor/update.go
@@ -42,6 +42,7 @@ type UpdateExec struct {
 	// columns2Handle stores relationship between column ordinal to its table handle.
 	// the columns ordinals is present in ordinal range format, @see executor.cols2Handle
 	columns2Handle cols2HandleSlice
+	evalBuffer     chunk.MutRow
 }
 
 func (e *UpdateExec) exec(schema *expression.Schema) ([]types.Datum, error) {
@@ -141,6 +142,7 @@ func (e *UpdateExec) fetchChunkRows(ctx context.Context) error {
 	fields := e.children[0].retTypes()
 	globalRowIdx := 0
 	chk := e.children[0].newFirstChunk()
+	e.evalBuffer = chunk.MutRowFromTypes(fields)
 	for {
 		err := e.children[0].Next(ctx, chk)
 		if err != nil {
@@ -181,17 +183,19 @@ func (e *UpdateExec) handleErr(colName model.CIStr, rowIdx int, err error) error
 
 func (e *UpdateExec) composeNewRow(rowIdx int, oldRow []types.Datum) ([]types.Datum, error) {
 	newRowData := types.CopyRow(oldRow)
+	e.evalBuffer.SetDatums(newRowData...)
 	for _, assign := range e.OrderedList {
 		handleIdx, handleFound := e.columns2Handle.findHandle(int32(assign.Col.Index))
 		if handleFound && e.canNotUpdate(oldRow[handleIdx]) {
 			continue
 		}
-		val, err := assign.Expr.Eval(chunk.MutRowFromDatums(newRowData).ToRow())
+		val, err := assign.Expr.Eval(e.evalBuffer.ToRow())
 
 		if err1 := e.handleErr(assign.Col.ColName, rowIdx, err); err1 != nil {
-			return nil, errors.Trace(err1)
+			return nil, err1
 		}
-		newRowData[assign.Col.Index] = val
+		newRowData[assign.Col.Index] = *val.Copy()
+		e.evalBuffer.SetDatum(assign.Col.Index, val)
 	}
 	return newRowData, nil
 }