diff --git a/ddl/db_test.go b/ddl/db_test.go
index 5c10247ba7f76..576dd61fb0524 100644
--- a/ddl/db_test.go
+++ b/ddl/db_test.go
@@ -1280,6 +1280,7 @@ func (s *testDBSuite8) TestColumn(c *C) {
 	s.tk = testkit.NewTestKit(c, s.store)
 	s.tk.MustExec("use " + s.schemaName)
 	s.tk.MustExec("create table t2 (c1 int, c2 int, c3 int)")
+	s.tk.MustExec("set @@tidb_disable_txn_auto_retry = 0")
 	s.testAddColumn(c)
 	s.testDropColumn(c)
 	s.tk.MustExec("drop table t2")
diff --git a/executor/set_test.go b/executor/set_test.go
index 0a0796c1eb61f..3c09f977b0721 100644
--- a/executor/set_test.go
+++ b/executor/set_test.go
@@ -346,6 +346,17 @@ func (s *testSuite2) TestSetVar(c *C) {
 	tk.MustQuery(`select @@session.tidb_wait_table_split_finish;`).Check(testkit.Rows("1"))
 	tk.MustExec("set tidb_wait_table_split_finish = 0")
 	tk.MustQuery(`select @@session.tidb_wait_table_split_finish;`).Check(testkit.Rows("0"))
+
+	tk.MustExec("set session tidb_back_off_weight = 3")
+	tk.MustQuery("select @@session.tidb_back_off_weight;").Check(testkit.Rows("3"))
+	tk.MustExec("set session tidb_back_off_weight = 20")
+	tk.MustQuery("select @@session.tidb_back_off_weight;").Check(testkit.Rows("20"))
+	_, err = tk.Exec("set session tidb_back_off_weight = -1")
+	c.Assert(err, NotNil)
+	_, err = tk.Exec("set global tidb_back_off_weight = 0")
+	c.Assert(err, NotNil)
+	tk.MustExec("set global tidb_back_off_weight = 10")
+	tk.MustQuery("select @@global.tidb_back_off_weight;").Check(testkit.Rows("10"))
 }
 
 func (s *testSuite2) TestSetCharset(c *C) {
diff --git a/executor/write_test.go b/executor/write_test.go
index 798fec9133615..ed2aa01b48bd0 100644
--- a/executor/write_test.go
+++ b/executor/write_test.go
@@ -2508,6 +2508,7 @@ func (s *testSuite4) TestAutoIDInRetry(c *C) {
 	tk := testkit.NewTestKitWithInit(c, s.store)
 	tk.MustExec("create table t (id int not null auto_increment primary key)")
 
+	tk.MustExec("set @@tidb_disable_txn_auto_retry = 0")
 	tk.MustExec("begin")
 	tk.MustExec("insert into t values ()")
 	tk.MustExec("insert into t values (),()")
diff --git a/kv/variables.go b/kv/variables.go
index 7d83aadf7f2f4..373421826dacb 100644
--- a/kv/variables.go
+++ b/kv/variables.go
@@ -18,6 +18,9 @@ type Variables struct {
 	// BackoffLockFast specifies the LockFast backoff base duration in milliseconds.
 	BackoffLockFast int
 
+	// BackOffWeight specifies the weight of the max back off time duration.
+	BackOffWeight int
+
 	// Hook is used for test to verify the variable take effect.
 	Hook func(name string, vars *Variables)
 }
@@ -26,6 +29,7 @@ type Variables struct {
 func NewVariables() *Variables {
 	return &Variables{
 		BackoffLockFast: DefBackoffLockFast,
+		BackOffWeight:   DefBackOffWeight,
 	}
 }
 
@@ -35,4 +39,5 @@ var DefaultVars = NewVariables()
 // Default values
 const (
 	DefBackoffLockFast = 100
+	DefBackOffWeight   = 2
 )
diff --git a/server/server_test.go b/server/server_test.go
index 8271c2391b584..f23d2b0c793ed 100644
--- a/server/server_test.go
+++ b/server/server_test.go
@@ -682,6 +682,7 @@ func runTestConcurrentUpdate(c *C) {
 		dbt.mustExec("drop table if exists test2")
 		dbt.mustExec("create table test2 (a int, b int)")
 		dbt.mustExec("insert test2 values (1, 1)")
+		dbt.mustExec("set @@tidb_disable_txn_auto_retry = 0")
 
 		txn1, err := dbt.db.Begin()
 		c.Assert(err, IsNil)
diff --git a/session/session.go b/session/session.go
index 5ea7497547262..97f073c239130 100644
--- a/session/session.go
+++ b/session/session.go
@@ -356,8 +356,8 @@ func (s *session) doCommit(ctx context.Context) error {
 
 	// mockCommitError and mockGetTSErrorInRetry use to test PR #8743.
 	failpoint.Inject("mockCommitError", func(val failpoint.Value) {
-		if val.(bool) && mockCommitErrorOnce {
-			mockCommitErrorOnce = false
+		if val.(bool) && kv.IsMockCommitErrorEnable() {
+			kv.MockCommitErrorDisable()
 			failpoint.Return(kv.ErrRetryable)
 		}
 	})
@@ -1632,6 +1632,7 @@ var builtinGlobalVariable = []string{
 	variable.TiDBHashAggPartialConcurrency,
 	variable.TiDBHashAggFinalConcurrency,
 	variable.TiDBBackoffLockFast,
+	variable.TiDBBackOffWeight,
 	variable.TiDBConstraintCheckInPlace,
 	variable.TiDBDDLReorgWorkerCount,
 	variable.TiDBDDLReorgBatchSize,
diff --git a/session/session_fail_test.go b/session/session_fail_test.go
index 3c9c91259948b..9761d809aa872 100644
--- a/session/session_fail_test.go
+++ b/session/session_fail_test.go
@@ -95,14 +95,14 @@ func (s *testSessionSuite) TestGetTSFailDirtyState(c *C) {
 func (s *testSessionSuite) TestGetTSFailDirtyStateInretry(c *C) {
 	defer func() {
 		c.Assert(failpoint.Disable("github.com/pingcap/tidb/session/mockCommitError"), IsNil)
-		c.Assert(failpoint.Disable("github.com/pingcap/tidb/session/mockGetTSErrorInRetry"), IsNil)
+		c.Assert(failpoint.Disable("github.com/pingcap/tidb/store/tikv/mockGetTSErrorInRetry"), IsNil)
 	}()
 
 	tk := testkit.NewTestKitWithInit(c, s.store)
 	tk.MustExec("create table t (id int)")
 
 	c.Assert(failpoint.Enable("github.com/pingcap/tidb/session/mockCommitError", `return(true)`), IsNil)
-	c.Assert(failpoint.Enable("github.com/pingcap/tidb/session/mockGetTSErrorInRetry", `return(true)`), IsNil)
+	c.Assert(failpoint.Enable("github.com/pingcap/tidb/store/tikv/mockGetTSErrorInRetry", `return(true)`), IsNil)
 	tk.MustExec("insert into t values (2)")
 	tk.MustQuery(`select * from t`).Check(testkit.Rows("2"))
 }
diff --git a/session/session_test.go b/session/session_test.go
index b2ebc0b15f78e..155e10fdc4106 100644
--- a/session/session_test.go
+++ b/session/session_test.go
@@ -293,6 +293,7 @@ func (s *testSessionSuite) TestRowLock(c *C) {
 	tk.MustExec("insert t values (12, 2, 3)")
 	tk.MustExec("insert t values (13, 2, 3)")
 
+	tk1.MustExec("set @@tidb_disable_txn_auto_retry = 0")
 	tk1.MustExec("begin")
 	tk1.MustExec("update t set c2=21 where c1=11")
 
@@ -507,6 +508,7 @@ func (s *testSessionSuite) TestRetryResetStmtCtx(c *C) {
 	tk := testkit.NewTestKitWithInit(c, s.store)
 	tk.MustExec("create table retrytxn (a int unique, b int)")
 	tk.MustExec("insert retrytxn values (1, 1)")
+	tk.MustExec("set @@tidb_disable_txn_auto_retry = 0")
 	tk.MustExec("begin")
 	tk.MustExec("update retrytxn set b = b + 1 where a = 1")
 
@@ -665,6 +667,7 @@ func (s *testSessionSuite) TestRetryPreparedStmt(c *C) {
 	tk.MustExec("create table t (c1 int, c2 int, c3 int)")
 	tk.MustExec("insert t values (11, 2, 3)")
 
+	tk1.MustExec("set @@tidb_disable_txn_auto_retry = 0")
 	tk1.MustExec("begin")
 	tk1.MustExec("update t set c2=? where c1=11;", 21)
 
@@ -881,6 +884,7 @@ func (s *testSessionSuite) TestAutoIncrementWithRetry(c *C) {
 	tk := testkit.NewTestKitWithInit(c, s.store)
 	tk1 := testkit.NewTestKitWithInit(c, s.store)
 
+	tk.MustExec("set @@tidb_disable_txn_auto_retry = 0")
 	tk.MustExec("create table t (c2 int, c1 int not null auto_increment, PRIMARY KEY (c1))")
 	tk.MustExec("insert into t (c2) values (1), (2), (3), (4), (5)")
 
@@ -1308,6 +1312,9 @@ func (s *testSessionSuite) TestRetry(c *C) {
 	tk2 := testkit.NewTestKitWithInit(c, s.store)
 	tk3 := testkit.NewTestKitWithInit(c, s.store)
 	tk3.MustExec("SET SESSION autocommit=0;")
+	tk1.MustExec("set @@tidb_disable_txn_auto_retry = 0")
+	tk2.MustExec("set @@tidb_disable_txn_auto_retry = 0")
+	tk3.MustExec("set @@tidb_disable_txn_auto_retry = 0")
 
 	var wg sync.WaitGroup
 	wg.Add(3)
@@ -1449,6 +1456,7 @@ func (s *testSessionSuite) TestResetCtx(c *C) {
 
 	tk.MustExec("create table t (i int auto_increment not null key);")
 	tk.MustExec("insert into t values (1);")
+	tk.MustExec("set @@tidb_disable_txn_auto_retry = 0")
 	tk.MustExec("begin;")
 	tk.MustExec("insert into t values (10);")
 	tk.MustExec("update t set i = i + row_count();")
@@ -1480,6 +1488,8 @@ func (s *testSessionSuite) TestUnique(c *C) {
 	tk1 := testkit.NewTestKitWithInit(c, s.store)
 	tk2 := testkit.NewTestKitWithInit(c, s.store)
 
+	tk.MustExec("set @@tidb_disable_txn_auto_retry = 0")
+	tk1.MustExec("set @@tidb_disable_txn_auto_retry = 0")
 	tk.MustExec(`CREATE TABLE test ( id int(11) UNSIGNED NOT NULL AUTO_INCREMENT, val int UNIQUE, PRIMARY KEY (id)); `)
 	tk.MustExec("begin;")
 	tk.MustExec("insert into test(id, val) values(1, 1);")
@@ -1764,6 +1774,7 @@ func (s *testSchemaSuite) TestSchemaCheckerSQL(c *C) {
 	tk.MustExec(`insert into t values(1, 1);`)
 
 	// The schema version is out of date in the first transaction, but the SQL can be retried.
+	tk.MustExec("set @@tidb_disable_txn_auto_retry = 0")
 	tk.MustExec(`begin;`)
 	tk1.MustExec(`alter table t add index idx(c);`)
 	tk.MustExec(`insert into t values(2, 2);`)
@@ -1808,6 +1819,7 @@ func (s *testSchemaSuite) TestPrepareStmtCommitWhenSchemaChanged(c *C) {
 	tk1.MustExec("execute stmt using @a, @a")
 	tk1.MustExec("commit")
 
+	tk1.MustExec("set @@tidb_disable_txn_auto_retry = 0")
 	tk1.MustExec("begin")
 	tk.MustExec("alter table t drop column b")
 	tk1.MustExec("execute stmt using @a, @a")
@@ -1820,6 +1832,7 @@ func (s *testSchemaSuite) TestCommitWhenSchemaChanged(c *C) {
 	tk1 := testkit.NewTestKitWithInit(c, s.store)
 	tk.MustExec("create table t (a int, b int)")
 
+	tk1.MustExec("set @@tidb_disable_txn_auto_retry = 0")
 	tk1.MustExec("begin")
 	tk1.MustExec("insert into t values (1, 1)")
 
@@ -1837,6 +1850,7 @@ func (s *testSchemaSuite) TestRetrySchemaChange(c *C) {
 	tk.MustExec("create table t (a int primary key, b int)")
 	tk.MustExec("insert into t values (1, 1)")
 
+	tk1.MustExec("set @@tidb_disable_txn_auto_retry = 0")
 	tk1.MustExec("begin")
 	tk1.MustExec("update t set b = 5 where a = 1")
 
@@ -1867,6 +1881,7 @@ func (s *testSchemaSuite) TestRetryMissingUnionScan(c *C) {
 	tk.MustExec("create table t (a int primary key, b int unique, c int)")
 	tk.MustExec("insert into t values (1, 1, 1)")
 
+	tk1.MustExec("set @@tidb_disable_txn_auto_retry = 0")
 	tk1.MustExec("begin")
 	tk1.MustExec("update t set b = 1, c = 2 where b = 2")
 	tk1.MustExec("update t set b = 1, c = 2 where a = 1")
@@ -2320,9 +2335,12 @@ func (s *testSessionSuite) TestKVVars(c *C) {
 	tk.MustExec("insert kvvars values (1, 1)")
 	tk2 := testkit.NewTestKitWithInit(c, s.store)
 	tk2.MustExec("set @@tidb_backoff_lock_fast = 1")
+	tk2.MustExec("set @@tidb_back_off_weight = 100")
 	backoffVal := new(int64)
+	backOffWeightVal := new(int32)
 	tk2.Se.GetSessionVars().KVVars.Hook = func(name string, vars *kv.Variables) {
 		atomic.StoreInt64(backoffVal, int64(vars.BackoffLockFast))
+		atomic.StoreInt32(backOffWeightVal, int32(vars.BackOffWeight))
 	}
 	wg := new(sync.WaitGroup)
 	wg.Add(2)
@@ -2345,7 +2363,14 @@ func (s *testSessionSuite) TestKVVars(c *C) {
 		wg.Done()
 	}()
 	wg.Wait()
+	for {
+		tk2.MustQuery("select * from kvvars")
+		if atomic.LoadInt32(backOffWeightVal) != 0 {
+			break
+		}
+	}
 	c.Assert(atomic.LoadInt64(backoffVal), Equals, int64(1))
+	c.Assert(atomic.LoadInt32(backOffWeightVal), Equals, int32(100))
 }
 
 func (s *testSessionSuite) TestCommitRetryCount(c *C) {
diff --git a/session/txn.go b/session/txn.go
index df802741310ae..b646e5df00d11 100644
--- a/session/txn.go
+++ b/session/txn.go
@@ -346,25 +346,11 @@ type txnFuture struct {
 	mockFail bool
 }
 
-// mockGetTSErrorInRetryOnce use to make sure gofail mockGetTSErrorInRetry only mock get TS error once.
-var mockGetTSErrorInRetryOnce = true
-
 func (tf *txnFuture) wait() (kv.Transaction, error) {
 	if tf.mockFail {
 		return nil, errors.New("mock get timestamp fail")
 	}
 
-	// mockGetTSErrorInRetry should wait mockCommitErrorOnce first, then will run into retry() logic.
-	// Then mockGetTSErrorInRetry will return retryable error when first retry.
-	// Before PR #8743, we don't cleanup txn after meet error such as error like: PD server timeout[try again later]
-	// This may cause duplicate data to be written.
-	failpoint.Inject("mockGetTSErrorInRetry", func(val failpoint.Value) {
-		if val.(bool) && mockGetTSErrorInRetryOnce && !mockCommitErrorOnce {
-			mockGetTSErrorInRetryOnce = false
-			failpoint.Return(nil, errors.Errorf("PD server timeout[try again later]"))
-		}
-	})
-
 	startTS, err := tf.future.Wait()
 	if err == nil {
 		return tf.store.BeginWithStartTS(startTS)
diff --git a/sessionctx/variable/session.go b/sessionctx/variable/session.go
index 81a58c6243489..2cd81c4a86a1e 100644
--- a/sessionctx/variable/session.go
+++ b/sessionctx/variable/session.go
@@ -699,6 +699,8 @@ func (s *SessionVars) SetSystemVar(name string, val string) error {
 		s.IndexSerialScanConcurrency = tidbOptPositiveInt32(val, DefIndexSerialScanConcurrency)
 	case TiDBBackoffLockFast:
 		s.KVVars.BackoffLockFast = tidbOptPositiveInt32(val, kv.DefBackoffLockFast)
+	case TiDBBackOffWeight:
+		s.KVVars.BackOffWeight = tidbOptPositiveInt32(val, kv.DefBackOffWeight)
 	case TiDBConstraintCheckInPlace:
 		s.ConstraintCheckInPlace = TiDBOptOn(val)
 	case TiDBBatchInsert:
diff --git a/sessionctx/variable/sysvar.go b/sessionctx/variable/sysvar.go
index 2a88b23393b71..fd32280801da8 100644
--- a/sessionctx/variable/sysvar.go
+++ b/sessionctx/variable/sysvar.go
@@ -670,6 +670,7 @@ var defaultSysVars = []*SysVar{
 	{ScopeGlobal | ScopeSession, TiDBHashAggPartialConcurrency, strconv.Itoa(DefTiDBHashAggPartialConcurrency)},
 	{ScopeGlobal | ScopeSession, TiDBHashAggFinalConcurrency, strconv.Itoa(DefTiDBHashAggFinalConcurrency)},
 	{ScopeGlobal | ScopeSession, TiDBBackoffLockFast, strconv.Itoa(kv.DefBackoffLockFast)},
+	{ScopeGlobal | ScopeSession, TiDBBackOffWeight, strconv.Itoa(kv.DefBackOffWeight)},
 	{ScopeGlobal | ScopeSession, TiDBRetryLimit, strconv.Itoa(DefTiDBRetryLimit)},
 	{ScopeGlobal | ScopeSession, TiDBDisableTxnAutoRetry, BoolToIntStr(DefTiDBDisableTxnAutoRetry)},
 	{ScopeGlobal | ScopeSession, TiDBConstraintCheckInPlace, BoolToIntStr(DefTiDBConstraintCheckInPlace)},
diff --git a/sessionctx/variable/tidb_vars.go b/sessionctx/variable/tidb_vars.go
index f16aec3d5cc4e..6f249d5f9dc8b 100644
--- a/sessionctx/variable/tidb_vars.go
+++ b/sessionctx/variable/tidb_vars.go
@@ -219,6 +219,12 @@ const (
 	// tidb_backoff_lock_fast is used for tikv backoff base time in milliseconds.
 	TiDBBackoffLockFast = "tidb_backoff_lock_fast"
 
+	// tidb_back_off_weight is used to control the max back off time in TiDB.
+	// The default maximum back off time is a small value.
+	// BackOffWeight could multiply it to let the user adjust the maximum time for retrying.
+	// Only positive integers can be accepted, which means that the maximum back off time can only grow.
+	TiDBBackOffWeight = "tidb_back_off_weight"
+
 	// tidb_ddl_reorg_worker_cnt defines the count of ddl reorg workers.
 	TiDBDDLReorgWorkerCount = "tidb_ddl_reorg_worker_cnt"
 
@@ -300,7 +306,7 @@ const (
 	DefTiDBMemQuotaDistSQL           = 32 << 30 // 32GB.
 	DefTiDBGeneralLog                = 0
 	DefTiDBRetryLimit                = 10
-	DefTiDBDisableTxnAutoRetry       = false
+	DefTiDBDisableTxnAutoRetry       = true
 	DefTiDBConstraintCheckInPlace    = false
 	DefTiDBHashJoinConcurrency       = 5
 	DefTiDBProjectionConcurrency     = 4
diff --git a/sessionctx/variable/varsutil.go b/sessionctx/variable/varsutil.go
index a9e49e323daae..33ec0b7ab5356 100644
--- a/sessionctx/variable/varsutil.go
+++ b/sessionctx/variable/varsutil.go
@@ -388,7 +388,7 @@ func ValidateSetSystemVar(vars *SessionVars, name string, value string) (string,
 		TiDBHashAggFinalConcurrency,
 		TiDBDistSQLScanConcurrency,
 		TiDBIndexSerialScanConcurrency, TiDBDDLReorgWorkerCount,
-		TiDBBackoffLockFast,
+		TiDBBackoffLockFast, TiDBBackOffWeight,
 		TiDBDMLBatchSize, TiDBOptimizerSelectivityLevel:
 		v, err := strconv.Atoi(value)
 		if err != nil {
diff --git a/store/mockstore/mocktikv/mock_tikv_test.go b/store/mockstore/mocktikv/mock_tikv_test.go
index 1e1d66ff0152a..78dd9a46f298f 100644
--- a/store/mockstore/mocktikv/mock_tikv_test.go
+++ b/store/mockstore/mocktikv/mock_tikv_test.go
@@ -20,7 +20,6 @@ import (
 
 	. "github.com/pingcap/check"
 	"github.com/pingcap/kvproto/pkg/kvrpcpb"
-	"github.com/pingcap/tidb/util"
 )
 
 func TestT(t *testing.T) {
@@ -513,7 +512,7 @@ func (s *testMockTiKVSuite) TestDeleteRange(c *C) {
 
 func (s *testMockTiKVSuite) mustWriteWriteConflict(c *C, errs []error, i int) {
 	c.Assert(errs[i], NotNil)
-	c.Assert(strings.Contains(errs[i].Error(), util.WriteConflictMarker), IsTrue)
+	c.Assert(strings.Contains(errs[i].Error(), writeConflictMarker), IsTrue)
 }
 
 func (s *testMockTiKVSuite) TestRC(c *C) {
diff --git a/store/mockstore/mocktikv/mvcc.go b/store/mockstore/mocktikv/mvcc.go
index 33e5126a995c7..9dc992f1e0134 100644
--- a/store/mockstore/mocktikv/mvcc.go
+++ b/store/mockstore/mocktikv/mvcc.go
@@ -23,7 +23,6 @@ import (
 	"github.com/google/btree"
 	"github.com/pingcap/errors"
 	"github.com/pingcap/kvproto/pkg/kvrpcpb"
-	"github.com/pingcap/tidb/util"
 	"github.com/pingcap/tidb/util/codec"
 )
 
@@ -35,6 +34,8 @@ const (
 	typeRollback
 )
 
+const writeConflictMarker = "write conflict"
+
 type mvccValue struct {
 	valueType mvccValueType
 	startTS   uint64
@@ -256,7 +257,7 @@ func (e *mvccEntry) Get(ts uint64, isoLevel kvrpcpb.IsolationLevel) ([]byte, err
 func (e *mvccEntry) Prewrite(mutation *kvrpcpb.Mutation, startTS uint64, primary []byte, ttl uint64) error {
 	if len(e.values) > 0 {
 		if e.values[0].commitTS >= startTS {
-			return ErrRetryable(util.WriteConflictMarker)
+			return ErrRetryable(writeConflictMarker)
 		}
 	}
 	if e.lock != nil {
diff --git a/store/mockstore/mocktikv/mvcc_leveldb.go b/store/mockstore/mocktikv/mvcc_leveldb.go
index e4cfe78a349ed..8d33ffe3af3aa 100644
--- a/store/mockstore/mocktikv/mvcc_leveldb.go
+++ b/store/mockstore/mocktikv/mvcc_leveldb.go
@@ -27,7 +27,6 @@ import (
 	"github.com/pingcap/goleveldb/leveldb/util"
 	"github.com/pingcap/kvproto/pkg/kvrpcpb"
 	"github.com/pingcap/parser/terror"
-	tidbutil "github.com/pingcap/tidb/util"
 	"github.com/pingcap/tidb/util/codec"
 	"github.com/pingcap/tidb/util/logutil"
 	"go.uber.org/zap"
@@ -572,7 +571,7 @@ func prewriteMutation(db *leveldb.DB, batch *leveldb.Batch, mutation *kvrpcpb.Mu
 	}
 	// Note that it's a write conflict here, even if the value is a rollback one.
 	if ok && dec1.value.commitTS >= startTS {
-		return ErrRetryable(tidbutil.WriteConflictMarker)
+		return ErrRetryable(writeConflictMarker)
 	}
 
 	op := mutation.GetOp()
diff --git a/store/store_test.go b/store/store_test.go
index f4d2e1ee6d1c0..38b4a9d358086 100644
--- a/store/store_test.go
+++ b/store/store_test.go
@@ -24,7 +24,6 @@ import (
 	"time"
 
 	. "github.com/pingcap/check"
-	"github.com/pingcap/errors"
 	"github.com/pingcap/tidb/kv"
 	"github.com/pingcap/tidb/store/mockstore"
 	"github.com/pingcap/tidb/util/logutil"
@@ -40,7 +39,7 @@ const (
 type brokenStore struct{}
 
 func (s *brokenStore) Open(schema string) (kv.Storage, error) {
-	return nil, errors.New("try again later")
+	return nil, kv.ErrRetryable
 }
 
 func TestT(t *testing.T) {
@@ -662,5 +661,5 @@ func (s *testKVSuite) TestRetryOpenStore(c *C) {
 	}
 	c.Assert(err, NotNil)
 	elapse := time.Since(begin)
-	c.Assert(uint64(elapse), GreaterEqual, uint64(3*time.Second))
+	c.Assert(uint64(elapse), GreaterEqual, uint64(3*time.Second), Commentf("elapse: %s", elapse))
 }
diff --git a/store/tikv/2pc.go b/store/tikv/2pc.go
index c078bac7f1c8e..f4029af0dccff 100644
--- a/store/tikv/2pc.go
+++ b/store/tikv/2pc.go
@@ -587,7 +587,7 @@ func (c *twoPhaseCommitter) commitSingleBatch(bo *Backoffer, batch batchKeys) er
 	if keyErr := commitResp.GetError(); keyErr != nil {
 		c.mu.RLock()
 		defer c.mu.RUnlock()
-		err = errors.Errorf("conn%d 2PC commit failed: %v", c.connID, keyErr.String())
+		err = extractKeyErr(keyErr)
 		if c.mu.committed {
 			// No secondary key could be rolled back after it's primary key is committed.
 			// There must be a serious bug somewhere.
@@ -600,7 +600,7 @@ func (c *twoPhaseCommitter) commitSingleBatch(bo *Backoffer, batch batchKeys) er
 		logutil.Logger(context.Background()).Debug("2PC failed commit primary key",
 			zap.Error(err),
 			zap.Uint64("txnStartTS", c.startTS))
-		return errors.Annotate(err, txnRetryableMark)
+		return err
 	}
 
 	c.mu.Lock()
@@ -672,6 +672,9 @@ func (c *twoPhaseCommitter) executeAndWriteFinishBinlog(ctx context.Context) err
 	return errors.Trace(err)
 }
 
+// mockGetTSErrorInRetryOnce use to make sure gofail mockGetTSErrorInRetry only mock get TS error once.
+var mockGetTSErrorInRetryOnce = true
+
 // execute executes the two-phase commit protocol.
 func (c *twoPhaseCommitter) execute(ctx context.Context) error {
 	defer func() {
@@ -718,6 +721,17 @@ func (c *twoPhaseCommitter) execute(ctx context.Context) error {
 		return errors.Trace(err)
 	}
 
+	// mockGetTSErrorInRetry should wait MockCommitErrorOnce first, then will run into retry() logic.
+	// Then mockGetTSErrorInRetry will return retryable error when first retry.
+	// Before PR #8743, we don't cleanup txn after meet error such as error like: PD server timeout[try again later]
+	// This may cause duplicate data to be written.
+	failpoint.Inject("mockGetTSErrorInRetry", func(val failpoint.Value) {
+		if val.(bool) && !kv.IsMockCommitErrorEnable() && mockGetTSErrorInRetryOnce {
+			mockGetTSErrorInRetryOnce = false
+			failpoint.Return(errors.Errorf("PD server timeout[try again later]"))
+		}
+	})
+
 	start = time.Now()
 	commitTS, err := c.store.getTimestampWithRetry(NewBackoffer(ctx, tsoMaxBackoff).WithVars(c.txn.vars))
 	if err != nil {
@@ -749,7 +763,7 @@ func (c *twoPhaseCommitter) execute(ctx context.Context) error {
 	if c.store.oracle.IsExpired(c.startTS, c.maxTxnTimeUse) {
 		err = errors.Errorf("conn%d txn takes too much time, txnStartTS: %d, comm: %d",
 			c.connID, c.startTS, c.commitTS)
-		return errors.Annotate(err, txnRetryableMark)
+		return err
 	}
 
 	start = time.Now()
diff --git a/store/tikv/2pc_test.go b/store/tikv/2pc_test.go
index 9d4a0d9f4fc8d..24a0e788ed8a5 100644
--- a/store/tikv/2pc_test.go
+++ b/store/tikv/2pc_test.go
@@ -25,7 +25,6 @@ import (
 	"github.com/pingcap/kvproto/pkg/kvrpcpb"
 	"github.com/pingcap/tidb/store/mockstore/mocktikv"
 	"github.com/pingcap/tidb/store/tikv/tikvrpc"
-	"github.com/pingcap/tidb/util"
 )
 
 type testCommitterSuite struct {
@@ -224,7 +223,7 @@ func (s *testCommitterSuite) TestContextCancelRetryable(c *C) {
 	c.Assert(err, IsNil)
 	err = txn2.Commit(context.Background())
 	c.Assert(err, NotNil)
-	c.Assert(strings.Contains(err.Error(), txnRetryableMark), IsTrue)
+	c.Assert(strings.Contains(err.Error(), txnRetryableMark), IsTrue, Commentf("err: %s", err))
 }
 
 func (s *testCommitterSuite) mustGetRegionID(c *C, key []byte) uint64 {
@@ -338,7 +337,7 @@ func (s *testCommitterSuite) TestCommitBeforePrewrite(c *C) {
 	c.Assert(err, IsNil)
 	err = commiter.prewriteKeys(NewBackoffer(ctx, prewriteMaxBackoff), commiter.keys)
 	c.Assert(err, NotNil)
-	errMsgMustContain(c, err, util.WriteConflictMarker)
+	errMsgMustContain(c, err, "write conflict")
 }
 
 func (s *testCommitterSuite) TestPrewritePrimaryKeyFailed(c *C) {
diff --git a/store/tikv/backoff.go b/store/tikv/backoff.go
index 693ae62c247bb..eaa9f68ad45c5 100644
--- a/store/tikv/backoff.go
+++ b/store/tikv/backoff.go
@@ -181,7 +181,7 @@ func (t backoffType) TError() error {
 	case BoTxnLock, boTxnLockFast:
 		return ErrResolveLockTimeout
 	case BoPDRPC:
-		return ErrPDServerTimeout.GenWithStackByArgs(txnRetryableMark)
+		return ErrPDServerTimeout
 	case BoRegionMiss, BoUpdateLeader:
 		return ErrRegionUnavailable
 	case boServerBusy:
@@ -241,6 +241,11 @@ func (b *Backoffer) WithVars(vars *kv.Variables) *Backoffer {
 	if vars != nil {
 		b.vars = vars
 	}
+	// maxSleep is the max sleep time in millisecond.
+	// When it is multiplied by BackOffWeight, it should not be greater than MaxInt32.
+	if math.MaxInt32/b.vars.BackOffWeight >= b.maxSleep {
+		b.maxSleep *= b.vars.BackOffWeight
+	}
 	return b
 }
 
diff --git a/store/tikv/error.go b/store/tikv/error.go
index e4cbd79605d6f..a368acac56c0f 100644
--- a/store/tikv/error.go
+++ b/store/tikv/error.go
@@ -37,11 +37,11 @@ const txnRetryableMark = "[try again later]"
 
 // MySQL error instances.
 var (
-	ErrTiKVServerTimeout  = terror.ClassTiKV.New(mysql.ErrTiKVServerTimeout, mysql.MySQLErrName[mysql.ErrTiKVServerTimeout]+" "+txnRetryableMark)
-	ErrResolveLockTimeout = terror.ClassTiKV.New(mysql.ErrResolveLockTimeout, mysql.MySQLErrName[mysql.ErrResolveLockTimeout]+" "+txnRetryableMark)
-	ErrPDServerTimeout    = terror.ClassTiKV.New(mysql.ErrPDServerTimeout, mysql.MySQLErrName[mysql.ErrPDServerTimeout]+" %v")
-	ErrRegionUnavailable  = terror.ClassTiKV.New(mysql.ErrRegionUnavailable, mysql.MySQLErrName[mysql.ErrRegionUnavailable]+" "+txnRetryableMark)
-	ErrTiKVServerBusy     = terror.ClassTiKV.New(mysql.ErrTiKVServerBusy, mysql.MySQLErrName[mysql.ErrTiKVServerBusy]+" "+txnRetryableMark)
+	ErrTiKVServerTimeout  = terror.ClassTiKV.New(mysql.ErrTiKVServerTimeout, mysql.MySQLErrName[mysql.ErrTiKVServerTimeout])
+	ErrResolveLockTimeout = terror.ClassTiKV.New(mysql.ErrResolveLockTimeout, mysql.MySQLErrName[mysql.ErrResolveLockTimeout])
+	ErrPDServerTimeout    = terror.ClassTiKV.New(mysql.ErrPDServerTimeout, mysql.MySQLErrName[mysql.ErrPDServerTimeout])
+	ErrRegionUnavailable  = terror.ClassTiKV.New(mysql.ErrRegionUnavailable, mysql.MySQLErrName[mysql.ErrRegionUnavailable])
+	ErrTiKVServerBusy     = terror.ClassTiKV.New(mysql.ErrTiKVServerBusy, mysql.MySQLErrName[mysql.ErrTiKVServerBusy])
 	ErrGCTooEarly         = terror.ClassTiKV.New(mysql.ErrGCTooEarly, mysql.MySQLErrName[mysql.ErrGCTooEarly])
 )
 
diff --git a/store/tikv/kv.go b/store/tikv/kv.go
index cf6a3e920d7f5..6b8dff0722441 100644
--- a/store/tikv/kv.go
+++ b/store/tikv/kv.go
@@ -81,9 +81,6 @@ func (d Driver) Open(path string) (kv.Storage, error) {
 	})
 
 	if err != nil {
-		if strings.Contains(err.Error(), "i/o timeout") {
-			return nil, errors.Annotate(err, txnRetryableMark)
-		}
 		return nil, errors.Trace(err)
 	}
 
diff --git a/store/tikv/region_request_test.go b/store/tikv/region_request_test.go
index bbc4c62b56d82..115d19c41bec7 100644
--- a/store/tikv/region_request_test.go
+++ b/store/tikv/region_request_test.go
@@ -16,7 +16,6 @@ package tikv
 import (
 	"context"
 	"net"
-	"strings"
 	"sync"
 	"time"
 
@@ -74,7 +73,6 @@ func (s *testRegionRequestSuite) TestOnSendFailedWithStoreRestart(c *C) {
 	s.cluster.StopStore(s.store)
 	_, err = s.regionRequestSender.SendReq(s.bo, req, region.Region, time.Second)
 	c.Assert(err, NotNil)
-	c.Assert(strings.Contains(err.Error(), "try again later"), IsTrue)
 
 	// start store.
 	s.cluster.StartStore(s.store)
diff --git a/store/tikv/snapshot.go b/store/tikv/snapshot.go
index a0cf8367996f4..76138f2747728 100644
--- a/store/tikv/snapshot.go
+++ b/store/tikv/snapshot.go
@@ -27,7 +27,6 @@ import (
 	"github.com/pingcap/tidb/metrics"
 	"github.com/pingcap/tidb/store/tikv/tikvrpc"
 	"github.com/pingcap/tidb/tablecodec"
-	"github.com/pingcap/tidb/util"
 	"github.com/pingcap/tidb/util/logutil"
 	"go.uber.org/zap"
 )
@@ -308,27 +307,31 @@ func extractLockFromKeyErr(keyErr *pb.KeyError) (*Lock, error) {
 	if locked := keyErr.GetLocked(); locked != nil {
 		return NewLock(locked), nil
 	}
+	return nil, extractKeyErr(keyErr)
+}
+
+func extractKeyErr(keyErr *pb.KeyError) error {
 	if keyErr.Conflict != nil {
 		err := errors.New(conflictToString(keyErr.Conflict))
-		return nil, errors.Annotate(err, txnRetryableMark)
+		return errors.Annotate(err, txnRetryableMark)
 	}
 	if keyErr.Retryable != "" {
 		err := errors.Errorf("tikv restarts txn: %s", keyErr.GetRetryable())
 		logutil.Logger(context.Background()).Debug("error", zap.Error(err))
-		return nil, errors.Annotate(err, txnRetryableMark)
+		return errors.Annotate(err, txnRetryableMark)
 	}
 	if keyErr.Abort != "" {
 		err := errors.Errorf("tikv aborts txn: %s", keyErr.GetAbort())
 		logutil.Logger(context.Background()).Warn("error", zap.Error(err))
-		return nil, errors.Trace(err)
+		return errors.Trace(err)
 	}
-	return nil, errors.Errorf("unexpected KeyError: %s", keyErr.String())
+	return errors.Errorf("unexpected KeyError: %s", keyErr.String())
 }
 
 func conflictToString(conflict *pb.WriteConflict) string {
 	var buf bytes.Buffer
-	_, err := fmt.Fprintf(&buf, "%s txnStartTS=%d, conflictTS=%d, key=",
-		util.WriteConflictMarker, conflict.StartTs, conflict.ConflictTs)
+	_, err := fmt.Fprintf(&buf, "txnStartTS=%d, conflictTS=%d, key=",
+		conflict.StartTs, conflict.ConflictTs)
 	if err != nil {
 		logutil.Logger(context.Background()).Error("error", zap.Error(err))
 	}
diff --git a/store/tikv/snapshot_test.go b/store/tikv/snapshot_test.go
index 1e217b41f4844..ad6286b2607f2 100644
--- a/store/tikv/snapshot_test.go
+++ b/store/tikv/snapshot_test.go
@@ -154,6 +154,6 @@ func (s *testSnapshotSuite) TestWriteConflictPrettyFormat(c *C) {
 		Primary:    []byte{116, 128, 0, 0, 0, 0, 0, 1, 155, 95, 105, 128, 0, 0, 0, 0, 0, 0, 1, 1, 82, 87, 48, 49, 0, 0, 0, 0, 251, 1, 55, 54, 56, 50, 50, 49, 49, 48, 255, 57, 0, 0, 0, 0, 0, 0, 0, 248, 1, 0, 0, 0, 0, 0, 0, 0, 0, 247},
 	}
 
-	expectedStr := `[write conflict] txnStartTS=399402937522847774, conflictTS=399402937719455772, key={tableID=411, indexID=1, indexValues={RW01, 768221109, , }} primary={tableID=411, indexID=1, indexValues={RW01, 768221109, , }}`
+	expectedStr := `txnStartTS=399402937522847774, conflictTS=399402937719455772, key={tableID=411, indexID=1, indexValues={RW01, 768221109, , }} primary={tableID=411, indexID=1, indexValues={RW01, 768221109, , }}`
 	c.Assert(conflictToString(conflict), Equals, expectedStr)
 }
diff --git a/store/tikv/txn.go b/store/tikv/txn.go
index 9d1c335b8fcbf..026e3535cce04 100644
--- a/store/tikv/txn.go
+++ b/store/tikv/txn.go
@@ -24,7 +24,6 @@ import (
 	"github.com/pingcap/tidb/kv"
 	"github.com/pingcap/tidb/metrics"
 	"github.com/pingcap/tidb/sessionctx"
-	"github.com/pingcap/tidb/util"
 	"github.com/pingcap/tidb/util/execdetails"
 	"github.com/pingcap/tidb/util/logutil"
 	"go.uber.org/zap"
@@ -286,7 +285,7 @@ func (txn *tikvTxn) Commit(ctx context.Context) error {
 	}
 	defer txn.store.txnLatches.UnLock(lock)
 	if lock.IsStale() {
-		err = errors.Errorf("%s txnStartTS %d is stale", util.WriteConflictMarker, txn.startTS)
+		err = errors.Errorf("txnStartTS %d is stale", txn.startTS)
 		return errors.Annotate(err, txnRetryableMark)
 	}
 	err = committer.executeAndWriteFinishBinlog(ctx)
diff --git a/util/misc.go b/util/misc.go
index 5b6a935b39301..15ecad2b7e296 100644
--- a/util/misc.go
+++ b/util/misc.go
@@ -33,8 +33,6 @@ const (
 	RetryInterval uint64 = 500
 	// GCTimeFormat is the format that gc_worker used to store times.
 	GCTimeFormat = "20060102-15:04:05 -0700"
-	// WriteConflictMarker is used when transaction writing is conflicted.
-	WriteConflictMarker = "[write conflict]"
 )
 
 // RunWithRetry will run the f with backoff and retry.