diff --git a/tools/workload/schema/largerow/large_row.go b/tools/workload/schema/largerow/large_row.go
index d8f644b8d4..1378e0981b 100644
--- a/tools/workload/schema/largerow/large_row.go
+++ b/tools/workload/schema/largerow/large_row.go
@@ -17,6 +17,8 @@ import (
 	"fmt"
 	"math/rand"
 	"strings"
+	"sync"
+	"sync/atomic"
 	"time"
 
 	"github.com/pingcap/log"
@@ -53,7 +55,7 @@ func newRowValues(r *rand.Rand, columnSize int, columnCount int, batchSize int)
 			if sb.Len() != 0 {
 				sb.Write([]byte(","))
 			}
-			index := rand.Int() % numColumnValues
+			index := r.Intn(numColumnValues)
 			columnValue := columns[index]
 
 			sb.WriteByte('\'')
@@ -65,16 +67,6 @@ func newRowValues(r *rand.Rand, columnSize int, columnCount int, batchSize int)
 	return result
 }
 
-func (l *LargeRowWorkload) getSmallRow() string {
-	index := l.r.Int() % len(l.smallRows)
-	return l.smallRows[index]
-}
-
-func (l *LargeRowWorkload) getLargeRow() string {
-	index := l.r.Int() % len(l.largeRows)
-	return l.largeRows[index]
-}
-
 type LargeRowWorkload struct {
 	smallRows []string
 	largeRows []string
@@ -83,26 +75,44 @@ type LargeRowWorkload struct {
 
 	columnCount int
 
-	r *rand.Rand
+	seed     atomic.Int64
+	randPool sync.Pool
+}
+
+func (l *LargeRowWorkload) getRand() *rand.Rand {
+	return l.randPool.Get().(*rand.Rand)
+}
+
+func (l *LargeRowWorkload) putRand(r *rand.Rand) {
+	l.randPool.Put(r)
+}
+
+func (l *LargeRowWorkload) getSmallRow(r *rand.Rand) string {
+	return l.smallRows[r.Intn(len(l.smallRows))]
+}
+
+func (l *LargeRowWorkload) getLargeRow(r *rand.Rand) string {
+	return l.largeRows[r.Intn(len(l.largeRows))]
 }
 
 func NewLargeRowWorkload(
 	normalRowSize, largeRowSize int, largeRatio float64,
 ) schema.Workload {
-	columnCount := int(float64(largeRowSize) / varcharColumnMaxLen)
-
 	r := rand.New(rand.NewSource(time.Now().UnixNano()))
+	columnCount := int(float64(largeRowSize) / varcharColumnMaxLen)
 	smallColumnSize := int(float64(normalRowSize) / float64(columnCount))
 
-	return &LargeRowWorkload{
-		r:          r,
-		largeRatio: largeRatio,
-
+	l := &LargeRowWorkload{
+		largeRatio:  largeRatio,
 		columnCount: columnCount,
-
-		smallRows: newRowValues(r, smallColumnSize, columnCount, 512),
-		largeRows: newRowValues(r, varcharColumnMaxLen, columnCount, 128),
+		smallRows:   newRowValues(r, smallColumnSize, columnCount, 512),
+		largeRows:   newRowValues(r, varcharColumnMaxLen, columnCount, 128),
 	}
+	l.seed.Store(time.Now().UnixNano())
+	l.randPool.New = func() any {
+		return rand.New(rand.NewSource(l.seed.Add(1)))
+	}
+	return l
 }
 
 func getTableName(n int) string {
@@ -124,37 +134,44 @@ func (l *LargeRowWorkload) BuildCreateTableStatement(n int) string {
 
 func (l *LargeRowWorkload) BuildInsertSql(tableN int, batchSize int) string {
 	tableName := getTableName(tableN)
-	insertSQL := fmt.Sprintf("INSERT INTO %s VALUES (%d,%s)", tableName, rand.Int63()%maxValue, l.getSmallRow())
+	r := l.getRand()
+	defer l.putRand(r)
+
+	var sb strings.Builder
+	sb.WriteString(fmt.Sprintf("INSERT INTO %s VALUES (%d,%s)", tableName, r.Int63()%maxValue, l.getSmallRow(r)))
 
 	var largeRowCount int
 	for i := 1; i < batchSize; i++ {
-		if l.r.Float64() < l.largeRatio {
-			insertSQL = fmt.Sprintf("%s,(%d,%s)", insertSQL, rand.Int63()%maxValue, l.getLargeRow())
+		if r.Float64() < l.largeRatio {
+			sb.WriteString(fmt.Sprintf(",(%d,%s)", r.Int63()%maxValue, l.getLargeRow(r)))
 			largeRowCount++
 		} else {
-			insertSQL = fmt.Sprintf("%s,(%d,%s)", insertSQL, rand.Int63()%maxValue, l.getSmallRow())
+			sb.WriteString(fmt.Sprintf(",(%d,%s)", r.Int63()%maxValue, l.getSmallRow(r)))
 		}
 	}
 
 	log.Debug("large row workload, insert the table",
 		zap.Int("table", tableN), zap.Int("batchSize", batchSize),
-		zap.Int("largeRowCount", largeRowCount), zap.Int("length", len(insertSQL)))
+		zap.Int("largeRowCount", largeRowCount), zap.Int("length", sb.Len()))
 
-	return insertSQL
+	return sb.String()
 }
 
 func (l *LargeRowWorkload) BuildUpdateSql(opts schema.UpdateOption) string {
 	tableName := getTableName(opts.TableIndex)
+	r := l.getRand()
+	defer l.putRand(r)
+
 	upsertSQL := strings.Builder{}
-	upsertSQL.WriteString(fmt.Sprintf("INSERT INTO %s VALUES (%d,%s)", tableName, rand.Int63()%maxValue, l.getSmallRow()))
+	upsertSQL.WriteString(fmt.Sprintf("INSERT INTO %s VALUES (%d,%s)", tableName, r.Int63()%maxValue, l.getSmallRow(r)))
 
 	var largeRowCount int
 	for i := 1; i < opts.Batch; i++ {
-		if l.r.Float64() < l.largeRatio {
-			upsertSQL.WriteString(fmt.Sprintf(",(%d,%s)", rand.Int63()%maxValue, l.getLargeRow()))
+		if r.Float64() < l.largeRatio {
+			upsertSQL.WriteString(fmt.Sprintf(",(%d,%s)", r.Int63()%maxValue, l.getLargeRow(r)))
 			largeRowCount++
 		} else {
-			upsertSQL.WriteString(fmt.Sprintf(",(%d,%s)", rand.Int63()%maxValue, l.getSmallRow()))
+			upsertSQL.WriteString(fmt.Sprintf(",(%d,%s)", r.Int63()%maxValue, l.getSmallRow(r)))
 		}
 	}
 	upsertSQL.WriteString(" ON DUPLICATE KEY UPDATE col_0=VALUES(col_0)")
@@ -166,7 +183,10 @@ func (l *LargeRowWorkload) BuildUpdateSql(opts schema.UpdateOption) string {
 }
 
 func (l *LargeRowWorkload) BuildDeleteSql(opts schema.DeleteOption) string {
-	deleteType := rand.Intn(3)
+	r := l.getRand()
+	defer l.putRand(r)
+
+	deleteType := r.Intn(3)
 	tableName := getTableName(opts.TableIndex)
 
 	switch deleteType {
@@ -174,7 +194,7 @@ func (l *LargeRowWorkload) BuildDeleteSql(opts schema.DeleteOption) string {
 		// Strategy 1: Random single/multiple row delete by ID
 		var buf strings.Builder
 		for i := 0; i < opts.Batch; i++ {
-			id := rand.Int63() % maxValue
+			id := r.Int63() % maxValue
 			if i > 0 {
 				buf.WriteString(";")
 			}
@@ -184,7 +204,7 @@ func (l *LargeRowWorkload) BuildDeleteSql(opts schema.DeleteOption) string {
 
 	case 1:
 		// Strategy 2: Range delete by ID
-		startID := rand.Int63() % maxValue
+		startID := r.Int63() % maxValue
 		endID := startID + int64(opts.Batch*100)
 		if endID > maxValue {
 			endID = maxValue
@@ -194,7 +214,7 @@ func (l *LargeRowWorkload) BuildDeleteSql(opts schema.DeleteOption) string {
 
 	case 2:
 		// Strategy 3: Conditional delete by random ID modulo
-		modValue := rand.Intn(1000)
+		modValue := r.Intn(1000)
 		return fmt.Sprintf("DELETE FROM %s WHERE id %% 1000 = %d LIMIT %d",
 			tableName, modValue, opts.Batch)