diff --git a/client/conn.go b/client/conn.go
index 928e1dfd1..f82b3c465 100644
--- a/client/conn.go
+++ b/client/conn.go
@@ -5,6 +5,7 @@ import (
 	"context"
 	"crypto/tls"
 	"fmt"
+	"math/bits"
 	"net"
 	"runtime"
 	"runtime/debug"
@@ -557,13 +558,10 @@ func (c *Conn) execSend(query string) error {
 // separated by "|". Examples of capability names are CLIENT_DEPRECATE_EOF and CLIENT_PROTOCOL_41.
 // These are defined as constants in the mysql package.
 func (c *Conn) CapabilityString() string {
-	var caps []string
 	capability := c.capability
-	for i := 0; capability != 0; i++ {
-		field := uint32(1 << i)
-		if capability&field == 0 {
-			continue
-		}
+	caps := make([]string, 0, bits.OnesCount32(capability))
+	for capability != 0 {
+		field := uint32(1 << bits.TrailingZeros32(capability))
 		capability ^= field
 
 		switch field {
@@ -642,13 +640,10 @@ func (c *Conn) CapabilityString() string {
 // StatusString returns a "|" separated list of status fields. Example status values are SERVER_QUERY_WAS_SLOW and SERVER_STATUS_AUTOCOMMIT.
 // These are defined as constants in the mysql package.
 func (c *Conn) StatusString() string {
-	var stats []string
 	status := c.status
-	for i := 0; status != 0; i++ {
-		field := uint16(1 << i)
-		if status&field == 0 {
-			continue
-		}
+	stats := make([]string, 0, bits.OnesCount16(status))
+	for status != 0 {
+		field := uint16(1 << bits.TrailingZeros16(status))
 		status ^= field
 
 		switch field {
diff --git a/replication/row_event.go b/replication/row_event.go
index d1fe9afa8..d64bfdef2 100644
--- a/replication/row_event.go
+++ b/replication/row_event.go
@@ -5,6 +5,7 @@ import (
 	"encoding/hex"
 	"fmt"
 	"io"
+	"math/bits"
 	"strconv"
 	"strings"
 	"time"
@@ -754,7 +755,7 @@ func (e *TableMapEvent) VisibilityMap() map[int]bool {
 	if len(e.VisibilityBitmap) == 0 {
 		return nil
 	}
-	ret := make(map[int]bool)
+	ret := make(map[int]bool, len(e.VisibilityBitmap)*8)
 	i := 0
 	for _, field := range e.VisibilityBitmap {
 		for c := 0x80; c != 0; c >>= 1 {
@@ -1146,15 +1147,17 @@ func (e *RowsEvent) decodeImage(data []byte, bitmap []byte, rowImageType EnumRow
 	}
 
 	row := make([]interface{}, e.ColumnCount)
-	skips := make([]int, 0)
 
 	// refer: https://github.com/alibaba/canal/blob/c3e38e50e269adafdd38a48c63a1740cde304c67/dbsync/src/main/java/com/taobao/tddl/dbsync/binlog/event/RowsLogBuffer.java#L63
 	count := 0
-	for i := 0; i < int(e.ColumnCount); i++ {
-		if isBitSet(bitmap, i) {
-			count++
-		}
+	col := 0
+	for ; col+8 <= int(e.ColumnCount); col += 8 {
+		count += bits.OnesCount8(bitmap[col>>3])
+	}
+	if col < int(e.ColumnCount) {
+		count += bits.OnesCount8(bitmap[col>>3] & byte((1<<(int(e.ColumnCount)-col))-1))
 	}
+	skips := make([]int, 0, int(e.ColumnCount)-count)
 	count = bitmapByteSize(count)
 
 	nullBitmap := data[pos : pos+count]