diff --git a/executor/oomtest/BUILD.bazel b/executor/oomtest/BUILD.bazel
index 367e215f04287..ea66329264da9 100644
--- a/executor/oomtest/BUILD.bazel
+++ b/executor/oomtest/BUILD.bazel
@@ -10,6 +10,7 @@ go_test(
     deps = [
         "//testkit",
         "//testkit/testsetup",
+        "//util/set",
         "//util/syncutil",
         "@com_github_pingcap_failpoint//:failpoint",
         "@com_github_pingcap_log//:log",
diff --git a/executor/oomtest/oom_test.go b/executor/oomtest/oom_test.go
index fbb998526a26e..cd8490e189cad 100644
--- a/executor/oomtest/oom_test.go
+++ b/executor/oomtest/oom_test.go
@@ -25,6 +25,7 @@ import (
 	"github.com/pingcap/log"
 	"github.com/pingcap/tidb/testkit"
 	"github.com/pingcap/tidb/testkit/testsetup"
+	"github.com/pingcap/tidb/util/set"
 	"github.com/pingcap/tidb/util/syncutil"
 	"github.com/stretchr/testify/require"
 	"go.uber.org/goleak"
@@ -53,6 +54,10 @@ func TestMemTracker4UpdateExec(t *testing.T) {
 	log.SetLevel(zap.InfoLevel)
 
 	oom.SetTracker("")
+	oom.ClearMessageFilter()
+	oom.AddMessageFilter(
+		"expensive_query during bootstrap phase",
+		"schemaLeaseChecker is not set for this transaction")
 
 	tk.MustExec("insert into t_MemTracker4UpdateExec values (1,1,1), (2,2,2), (3,3,3)")
 	require.Equal(t, "schemaLeaseChecker is not set for this transaction", oom.GetTracker())
@@ -75,36 +80,48 @@ func TestMemTracker4InsertAndReplaceExec(t *testing.T) {
 	log.SetLevel(zap.InfoLevel)
 
 	oom.SetTracker("")
+	oom.AddMessageFilter(
+		"schemaLeaseChecker is not set for this transaction",
+		"expensive_query during bootstrap phase")
 
 	tk.MustExec("insert into t_MemTracker4InsertAndReplaceExec values (1,1,1), (2,2,2), (3,3,3)")
 	require.Equal(t, "schemaLeaseChecker is not set for this transaction", oom.GetTracker())
 	tk.Session().GetSessionVars().MemQuotaQuery = 1
+	oom.ClearMessageFilter()
+	oom.AddMessageFilter("expensive_query during bootstrap phase")
 	tk.MustExec("insert into t_MemTracker4InsertAndReplaceExec values (1,1,1), (2,2,2), (3,3,3)")
 	require.Equal(t, "expensive_query during bootstrap phase", oom.GetTracker())
 	tk.Session().GetSessionVars().MemQuotaQuery = -1
 
 	oom.SetTracker("")
+	oom.ClearMessageFilter()
+	oom.AddMessageFilter("expensive_query during bootstrap phase")
 
 	tk.MustExec("replace into t_MemTracker4InsertAndReplaceExec values (1,1,1), (2,2,2), (3,3,3)")
 	require.Equal(t, "", oom.GetTracker())
+	oom.AddMessageFilter("expensive_query during bootstrap phase")
 	tk.Session().GetSessionVars().MemQuotaQuery = 1
 	tk.MustExec("replace into t_MemTracker4InsertAndReplaceExec values (1,1,1), (2,2,2), (3,3,3)")
 	require.Equal(t, "expensive_query during bootstrap phase", oom.GetTracker())
 	tk.Session().GetSessionVars().MemQuotaQuery = -1
 
 	oom.SetTracker("")
+	oom.ClearMessageFilter()
 
 	tk.MustExec("insert into t_MemTracker4InsertAndReplaceExec select * from t")
 	require.Equal(t, "", oom.GetTracker())
+	oom.AddMessageFilter("expensive_query during bootstrap phase")
 	tk.Session().GetSessionVars().MemQuotaQuery = 1
 	tk.MustExec("insert into t_MemTracker4InsertAndReplaceExec select * from t")
 	require.Equal(t, "expensive_query during bootstrap phase", oom.GetTracker())
 	tk.Session().GetSessionVars().MemQuotaQuery = -1
 
 	oom.SetTracker("")
+	oom.ClearMessageFilter()
 
 	tk.MustExec("replace into t_MemTracker4InsertAndReplaceExec select * from t")
 	require.Equal(t, "", oom.GetTracker())
+	oom.AddMessageFilter("expensive_query during bootstrap phase")
 	tk.Session().GetSessionVars().MemQuotaQuery = 1
 	tk.MustExec("replace into t_MemTracker4InsertAndReplaceExec select * from t")
 	require.Equal(t, "expensive_query during bootstrap phase", oom.GetTracker())
@@ -114,18 +131,23 @@ func TestMemTracker4InsertAndReplaceExec(t *testing.T) {
 	tk.Session().GetSessionVars().BatchInsert = true
 
 	oom.SetTracker("")
+	oom.ClearMessageFilter()
 
 	tk.MustExec("insert into t_MemTracker4InsertAndReplaceExec values (1,1,1), (2,2,2), (3,3,3)")
 	require.Equal(t, "", oom.GetTracker())
+	oom.AddMessageFilter("expensive_query during bootstrap phase")
 	tk.Session().GetSessionVars().MemQuotaQuery = 1
 	tk.MustExec("insert into t_MemTracker4InsertAndReplaceExec values (1,1,1), (2,2,2), (3,3,3)")
 	require.Equal(t, "expensive_query during bootstrap phase", oom.GetTracker())
 	tk.Session().GetSessionVars().MemQuotaQuery = -1
 
 	oom.SetTracker("")
+	oom.ClearMessageFilter()
+	oom.AddMessageFilter("expensive_query during bootstrap phase")
 
 	tk.MustExec("replace into t_MemTracker4InsertAndReplaceExec values (1,1,1), (2,2,2), (3,3,3)")
 	require.Equal(t, "", oom.GetTracker())
+	oom.AddMessageFilter("expensive_query during bootstrap phase")
 	tk.Session().GetSessionVars().MemQuotaQuery = 1
 	tk.MustExec("replace into t_MemTracker4InsertAndReplaceExec values (1,1,1), (2,2,2), (3,3,3)")
 	require.Equal(t, "expensive_query during bootstrap phase", oom.GetTracker())
@@ -146,6 +168,8 @@ func TestMemTracker4DeleteExec(t *testing.T) {
 	tk.MustExec("insert into MemTracker4DeleteExec1 values(1,1,1), (2,2,2), (3,3,3), (4,4,4), (5,5,5)")
 
 	oom.SetTracker("")
+	oom.ClearMessageFilter()
+	oom.AddMessageFilter("expensive_query during bootstrap phase")
 
 	tk.MustExec("delete from MemTracker4DeleteExec1")
 	require.Equal(t, "", oom.GetTracker())
@@ -166,8 +190,9 @@ func TestMemTracker4DeleteExec(t *testing.T) {
 	require.Equal(t, "", oom.GetTracker())
 	tk.MustExec("insert into MemTracker4DeleteExec1 values(1,1,1)")
 	tk.MustExec("insert into MemTracker4DeleteExec2 values(1,1,1)")
-
+	oom.ClearMessageFilter()
 	oom.SetTracker("")
+	oom.AddMessageFilter("memory exceeds quota, rateLimitAction delegate to fallback action")
 
 	require.NoError(t, failpoint.Enable("github.com/pingcap/tidb/store/copr/disableFixedRowCountHint", "return"))
 	defer func() {
@@ -184,15 +209,26 @@ var oom *oomCapture
 func registerHook() {
 	conf := &log.Config{Level: os.Getenv("log_level"), File: log.FileLogConfig{}}
 	_, r, _ := log.InitLogger(conf)
-	oom = &oomCapture{r.Core, "", syncutil.Mutex{}}
+	oom = &oomCapture{r.Core, "", syncutil.Mutex{}, set.NewStringSet()}
 	lg := zap.New(oom)
 	log.ReplaceGlobals(lg, r)
 }
 
 type oomCapture struct {
 	zapcore.Core
-	tracker string
-	mu      syncutil.Mutex
+	tracker       string
+	mu            syncutil.Mutex
+	messageFilter set.StringSet
+}
+
+func (h *oomCapture) AddMessageFilter(vals ...string) {
+	for _, val := range vals {
+		h.messageFilter.Insert(val)
+	}
+}
+
+func (h *oomCapture) ClearMessageFilter() {
+	h.messageFilter.Clear()
 }
 
 func (h *oomCapture) SetTracker(tracker string) {
@@ -223,8 +259,7 @@ func (h *oomCapture) Write(entry zapcore.Entry, fields []zapcore.Field) error {
 		return nil
 	}
 	// They are just common background task and not related to the oom.
-	if entry.Message == "SetTiFlashGroupConfig" ||
-		entry.Message == "record table item load status failed due to not finding item" {
+	if !h.messageFilter.Empty() && !h.messageFilter.Exist(entry.Message) {
 		return nil
 	}
 
diff --git a/util/set/BUILD.bazel b/util/set/BUILD.bazel
index 69b7df38fc921..7c6201a6286fe 100644
--- a/util/set/BUILD.bazel
+++ b/util/set/BUILD.bazel
@@ -14,6 +14,7 @@ go_library(
     deps = [
         "//util/hack",
         "//util/memory",
+        "@org_golang_x_exp//maps",
     ],
 )
 
diff --git a/util/set/string_set.go b/util/set/string_set.go
index 9c2d6946f2683..dd73c652d429d 100644
--- a/util/set/string_set.go
+++ b/util/set/string_set.go
@@ -14,6 +14,8 @@
 
 package set
 
+import "golang.org/x/exp/maps"
+
 // StringSet is a string set.
 type StringSet map[string]struct{}
 
@@ -57,3 +59,8 @@ func (s StringSet) Count() int {
 func (s StringSet) Empty() bool {
 	return len(s) == 0
 }
+
+// Clear clears the set.
+func (s StringSet) Clear() {
+	maps.Clear(s)
+}