diff --git a/executor/builder.go b/executor/builder.go
index 20c4f9525e92a..32340f910a6bd 100644
--- a/executor/builder.go
+++ b/executor/builder.go
@@ -681,6 +681,9 @@ func (b *executorBuilder) buildLoadData(v *plannercore.LoadData) Executor {
 		},
 	}
 
+	var defaultLoadDataBatchCnt uint64 = 20000 // TODO this will be changed to variable in another pr
+	loadDataExec.loadDataInfo.SetMaxRowsInBatch(defaultLoadDataBatchCnt)
+
 	return loadDataExec
 }
 
diff --git a/executor/insert_common.go b/executor/insert_common.go
index 861630ea03c11..86f2e429c819e 100644
--- a/executor/insert_common.go
+++ b/executor/insert_common.go
@@ -35,6 +35,7 @@ type InsertValues struct {
 	batchChecker
 
 	rowCount       uint64
+	curBatchCnt    uint64
 	maxRowsInBatch uint64
 	lastInsertID   uint64
 	hasRefCols     bool
@@ -378,6 +379,20 @@ func (e *InsertValues) getRow(ctx context.Context, vals []types.Datum) ([]types.
 	return e.fillRow(ctx, row, hasValue)
 }
 
+func (e *InsertValues) getRowInPlace(ctx context.Context, vals []types.Datum, rowBuf []types.Datum) ([]types.Datum, error) {
+	hasValue := make([]bool, len(e.Table.Cols()))
+	for i, v := range vals {
+		casted, err := table.CastValue(e.ctx, v, e.insertColumns[i].ToInfo())
+		if e.filterErr(err) != nil {
+			return nil, err
+		}
+		offset := e.insertColumns[i].Offset
+		rowBuf[offset] = casted
+		hasValue[offset] = true
+	}
+	return e.fillRow(ctx, rowBuf, hasValue)
+}
+
 func (e *InsertValues) filterErr(err error) error {
 	if err == nil {
 		return nil
@@ -547,9 +562,9 @@ func (e *InsertValues) batchCheckAndInsert(rows [][]types.Datum, addRecord func(
 	}
 	// append warnings and get no duplicated error rows
 	for i, r := range e.toBeCheckedRows {
+		skip := false
 		if r.handleKey != nil {
 			if _, found := e.dupKVs[string(r.handleKey.newKV.key)]; found {
-				rows[i] = nil
 				e.ctx.GetSessionVars().StmtCtx.AppendWarning(r.handleKey.dupErr)
 				continue
 			}
@@ -557,15 +572,15 @@ func (e *InsertValues) batchCheckAndInsert(rows [][]types.Datum, addRecord func(
 		for _, uk := range r.uniqueKeys {
 			if _, found := e.dupKVs[string(uk.newKV.key)]; found {
 				// If duplicate keys were found in BatchGet, mark row = nil.
-				rows[i] = nil
 				e.ctx.GetSessionVars().StmtCtx.AppendWarning(uk.dupErr)
+				skip = true
 				break
 			}
 		}
 		// If row was checked with no duplicate keys,
 		// it should be add to values map for the further row check.
 		// There may be duplicate keys inside the insert statement.
-		if rows[i] != nil {
+		if !skip {
 			e.ctx.GetSessionVars().StmtCtx.AddCopiedRows(1)
 			_, err = addRecord(rows[i])
 			if err != nil {
diff --git a/executor/load_data.go b/executor/load_data.go
index 16d55d5f36114..dc4c4f4024444 100644
--- a/executor/load_data.go
+++ b/executor/load_data.go
@@ -25,6 +25,7 @@ import (
 	"github.com/pingcap/tidb/table"
 	"github.com/pingcap/tidb/types"
 	"github.com/pingcap/tidb/util/chunk"
+	"github.com/pingcap/tidb/util/hack"
 	"github.com/pingcap/tidb/util/logutil"
 	"github.com/pingcap/tidb/util/stringutil"
 	"go.uber.org/zap"
@@ -112,7 +113,12 @@ type LoadDataInfo struct {
 // SetMaxRowsInBatch sets the max number of rows to insert in a batch.
 func (e *LoadDataInfo) SetMaxRowsInBatch(limit uint64) {
 	e.maxRowsInBatch = limit
-	e.rows = make([][]types.Datum, 0, limit)
+	if uint64(cap(e.rows)) < limit {
+		e.rows = make([][]types.Datum, 0, limit)
+		for i := 0; uint64(i) < limit; i++ {
+			e.rows = append(e.rows, make([]types.Datum, len(e.Table.Cols())))
+		}
+	}
 }
 
 // getValidData returns prevData and curData that starts from starting symbol.
@@ -174,7 +180,7 @@ func (e *LoadDataInfo) getLine(prevData, curData []byte) ([]byte, []byte, bool)
 	}
 	endIdx := -1
 	if len(curData) >= curStartIdx {
-		endIdx = strings.Index(string(curData[curStartIdx:]), e.LinesInfo.Terminated)
+		endIdx = strings.Index(string(hack.String(curData[curStartIdx:])), e.LinesInfo.Terminated)
 	}
 	if endIdx == -1 {
 		// no terminated symbol
@@ -253,8 +259,9 @@ func (e *LoadDataInfo) InsertData(ctx context.Context, prevData, curData []byte)
 		if err != nil {
 			return nil, false, err
 		}
-		e.rows = append(e.rows, e.colsToRow(ctx, cols))
+		e.colsToRow(ctx, cols)
 		e.rowCount++
+		e.curBatchCnt++
 		if e.maxRowsInBatch != 0 && e.rowCount%e.maxRowsInBatch == 0 {
 			reachLimit = true
 			logutil.BgLogger().Info("batch limit hit when inserting rows", zap.Int("maxBatchRows", e.maxChunkSize),
@@ -268,15 +275,15 @@ func (e *LoadDataInfo) InsertData(ctx context.Context, prevData, curData []byte)
 // CheckAndInsertOneBatch is used to commit one transaction batch full filled data
 func (e *LoadDataInfo) CheckAndInsertOneBatch() error {
 	var err error
-	if len(e.rows) == 0 {
+	if e.curBatchCnt == 0 {
 		return err
 	}
-	e.ctx.GetSessionVars().StmtCtx.AddRecordRows(uint64(len(e.rows)))
-	err = e.batchCheckAndInsert(e.rows, e.addRecordLD)
+	e.ctx.GetSessionVars().StmtCtx.AddRecordRows(e.curBatchCnt)
+	err = e.batchCheckAndInsert(e.rows[0:e.curBatchCnt], e.addRecordLD)
 	if err != nil {
 		return err
 	}
-	e.rows = e.rows[:0]
+	e.curBatchCnt = 0
 	return err
 }
 
@@ -312,7 +319,7 @@ func (e *LoadDataInfo) colsToRow(ctx context.Context, cols []field) []types.Datu
 			e.row[i].SetString(string(cols[i].str))
 		}
 	}
-	row, err := e.getRow(ctx, e.row)
+	row, err := e.getRowInPlace(ctx, e.row, e.rows[e.curBatchCnt])
 	if err != nil {
 		e.handleWarning(err)
 		return nil