diff --git a/br/pkg/lightning/backend/local/local.go b/br/pkg/lightning/backend/local/local.go
index 93fc7c672ed36..328476270c884 100644
--- a/br/pkg/lightning/backend/local/local.go
+++ b/br/pkg/lightning/backend/local/local.go
@@ -548,7 +548,40 @@ func NewBackend(
 		}
 	}()
 	config.adjust()
-	pdCtl, err := pdutil.NewPdController(ctx, config.PDAddr, tls.TLSConfig(), tls.ToPDSecurityOption())
+	var (
+		pdCtl                *pdutil.PdController
+		spkv                 *tikvclient.EtcdSafePointKV
+		pdCliForTiKV         *tikvclient.CodecPDClient
+		rpcCli               tikvclient.Client
+		tikvCli              *tikvclient.KVStore
+		importClientFactory  *importClientFactoryImpl
+		multiIngestSupported bool
+	)
+	defer func() {
+		if err == nil {
+			return
+		}
+		if importClientFactory != nil {
+			importClientFactory.Close()
+		}
+		if tikvCli != nil {
+			// tikvCli uses pdCliForTiKV(which wraps pdCli) , spkv and rpcCli, so
+			// close tikvCli will close all of them.
+			_ = tikvCli.Close()
+		} else {
+			if rpcCli != nil {
+				_ = rpcCli.Close()
+			}
+			if spkv != nil {
+				_ = spkv.Close()
+			}
+			// pdCliForTiKV wraps pdCli, so we only need close pdCtl
+			if pdCtl != nil {
+				pdCtl.Close()
+			}
+		}
+	}()
+	pdCtl, err = pdutil.NewPdController(ctx, config.PDAddr, tls.TLSConfig(), tls.ToPDSecurityOption())
 	if err != nil {
 		return nil, common.NormalizeOrWrapErr(common.ErrCreatePDClient, err)
 	}
@@ -580,12 +613,11 @@ func NewBackend(
 	}
 
 	// The following copies tikv.NewTxnClient without creating yet another pdClient.
-	spkv, err := tikvclient.NewEtcdSafePointKV(strings.Split(config.PDAddr, ","), tls.TLSConfig())
+	spkv, err = tikvclient.NewEtcdSafePointKV(strings.Split(config.PDAddr, ","), tls.TLSConfig())
 	if err != nil {
 		return nil, common.ErrCreateKVClient.Wrap(err).GenWithStackByArgs()
 	}
 
-	var pdCliForTiKV *tikvclient.CodecPDClient
 	if config.KeyspaceName == "" {
 		pdCliForTiKV = tikvclient.NewCodecPDClient(tikvclient.ModeTxn, pdCtl.GetPDClient())
 	} else {
@@ -596,12 +628,16 @@ func NewBackend(
 	}
 
 	tikvCodec := pdCliForTiKV.GetCodec()
-	rpcCli := tikvclient.NewRPCClient(tikvclient.WithSecurity(tls.ToTiKVSecurityConfig()), tikvclient.WithCodec(tikvCodec))
-	tikvCli, err := tikvclient.NewKVStore("lightning-local-backend", pdCliForTiKV, spkv, rpcCli)
+	rpcCli = tikvclient.NewRPCClient(tikvclient.WithSecurity(tls.ToTiKVSecurityConfig()), tikvclient.WithCodec(tikvCodec))
+	tikvCli, err = tikvclient.NewKVStore("lightning-local-backend", pdCliForTiKV, spkv, rpcCli)
 	if err != nil {
 		return nil, common.ErrCreateKVClient.Wrap(err).GenWithStackByArgs()
 	}
-	importClientFactory := newImportClientFactoryImpl(splitCli, tls, config.MaxConnPerStore, config.ConnCompressType)
+	importClientFactory = newImportClientFactoryImpl(splitCli, tls, config.MaxConnPerStore, config.ConnCompressType)
+	multiIngestSupported, err = checkMultiIngestSupport(ctx, pdCtl, importClientFactory)
+	if err != nil {
+		return nil, common.ErrCheckMultiIngest.Wrap(err).GenWithStackByArgs()
+	}
 	keyAdapter := common.KeyAdapter(common.NoopKeyAdapter{})
 	if config.DupeDetectEnabled {
 		keyAdapter = common.DupDetectKeyAdapter{}
@@ -629,6 +665,7 @@ func NewBackend(
 
 		BackendConfig: config,
 
+		supportMultiIngest:  multiIngestSupported,
 		duplicateDB:         duplicateDB,
 		keyAdapter:          keyAdapter,
 		importClientFactory: importClientFactory,
@@ -639,9 +676,6 @@ func NewBackend(
 	if m, ok := metric.GetCommonMetric(ctx); ok {
 		local.metrics = m
 	}
-	if err = local.checkMultiIngestSupport(ctx); err != nil {
-		return nil, common.ErrCheckMultiIngest.Wrap(err).GenWithStackByArgs()
-	}
 
 	return local, nil
 }
@@ -659,10 +693,10 @@ func (local *Backend) TotalMemoryConsume() int64 {
 	return memConsume + local.bufferPool.TotalSize()
 }
 
-func (local *Backend) checkMultiIngestSupport(ctx context.Context) error {
-	stores, err := local.pdCtl.GetPDClient().GetAllStores(ctx, pd.WithExcludeTombstone())
+func checkMultiIngestSupport(ctx context.Context, pdCtl *pdutil.PdController, importClientFactory ImportClientFactory) (bool, error) {
+	stores, err := pdCtl.GetPDClient().GetAllStores(ctx, pd.WithExcludeTombstone())
 	if err != nil {
-		return errors.Trace(err)
+		return false, errors.Trace(err)
 	}
 
 	hasTiFlash := false
@@ -684,10 +718,10 @@ func (local *Backend) checkMultiIngestSupport(ctx context.Context) error {
 				select {
 				case <-time.After(100 * time.Millisecond):
 				case <-ctx.Done():
-					return ctx.Err()
+					return false, ctx.Err()
 				}
 			}
-			client, err1 := local.getImportClient(ctx, s.Id)
+			client, err1 := importClientFactory.Create(ctx, s.Id)
 			if err1 != nil {
 				err = err1
 				log.FromContext(ctx).Warn("get import client failed", zap.Error(err), zap.String("store", s.Address))
@@ -700,8 +734,7 @@ func (local *Backend) checkMultiIngestSupport(ctx context.Context) error {
 			if st, ok := status.FromError(err); ok {
 				if st.Code() == codes.Unimplemented {
 					log.FromContext(ctx).Info("multi ingest not support", zap.Any("unsupported store", s))
-					local.supportMultiIngest = false
-					return nil
+					return false, nil
 				}
 			}
 			log.FromContext(ctx).Warn("check multi ingest support failed", zap.Error(err), zap.String("store", s.Address),
@@ -711,17 +744,15 @@ func (local *Backend) checkMultiIngestSupport(ctx context.Context) error {
 			// if the cluster contains no TiFlash store, we don't need the multi-ingest feature,
 			// so in this condition, downgrade the logic instead of return an error.
 			if hasTiFlash {
-				return errors.Trace(err)
+				return false, errors.Trace(err)
 			}
 			log.FromContext(ctx).Warn("check multi failed all retry, fallback to false", log.ShortError(err))
-			local.supportMultiIngest = false
-			return nil
+			return false, nil
 		}
 	}
 
-	local.supportMultiIngest = true
 	log.FromContext(ctx).Info("multi ingest support")
-	return nil
+	return true, nil
 }
 
 // rlock read locks a local file and returns the Engine instance if it exists.
diff --git a/br/pkg/lightning/backend/local/local_test.go b/br/pkg/lightning/backend/local/local_test.go
index 93afa912de596..e9e639406138f 100644
--- a/br/pkg/lightning/backend/local/local_test.go
+++ b/br/pkg/lightning/backend/local/local_test.go
@@ -1070,13 +1070,12 @@ func TestMultiIngest(t *testing.T) {
 					return importCli
 				},
 			},
-			logger: log.L(),
 		}
-		err := local.checkMultiIngestSupport(context.Background())
+		supportMultiIngest, err := checkMultiIngestSupport(context.Background(), local.pdCtl, local.importClientFactory)
 		if err != nil {
 			require.Contains(t, err.Error(), testCase.retErr)
 		} else {
-			require.Equal(t, testCase.supportMutliIngest, local.supportMultiIngest)
+			require.Equal(t, testCase.supportMutliIngest, supportMultiIngest)
 		}
 	}
 }
diff --git a/br/pkg/restore/split/split.go b/br/pkg/restore/split/split.go
index b2c47a40fec7a..9a701d0af4728 100644
--- a/br/pkg/restore/split/split.go
+++ b/br/pkg/restore/split/split.go
@@ -6,6 +6,7 @@ import (
 	"bytes"
 	"context"
 	"encoding/hex"
+	goerrors "errors"
 	"time"
 
 	"github.com/pingcap/errors"
@@ -121,7 +122,7 @@ func PaginateScanRegion(
 			var batch []*RegionInfo
 			batch, err = client.ScanRegions(ctx, scanStartKey, endKey, limit)
 			if err != nil {
-				err = errors.Annotatef(berrors.ErrPDBatchScanRegion, "scan regions from start-key:%s, err: %s",
+				err = errors.Annotatef(berrors.ErrPDBatchScanRegion.Wrap(err), "scan regions from start-key:%s, err: %s",
 					redact.Key(scanStartKey), err.Error())
 				return err
 			}
@@ -235,7 +236,9 @@ func NewWaitRegionOnlineBackoffer() utils.Backoffer {
 
 // NextBackoff returns a duration to wait before retrying again
 func (b *WaitRegionOnlineBackoffer) NextBackoff(err error) time.Duration {
-	if berrors.ErrPDBatchScanRegion.Equal(err) {
+	// TODO(lance6716): why we only backoff when the error is ErrPDBatchScanRegion?
+	var perr *errors.Error
+	if goerrors.As(err, &perr) && berrors.ErrPDBatchScanRegion.ID() == perr.ID() {
 		// it needs more time to wait splitting the regions that contains data in PITR.
 		// 2s * 150
 		delayTime := b.Stat.ExponentialBackoff()
diff --git a/br/pkg/restore/util_test.go b/br/pkg/restore/util_test.go
index 42f0cebaddcbf..ccd9a04f50876 100644
--- a/br/pkg/restore/util_test.go
+++ b/br/pkg/restore/util_test.go
@@ -5,10 +5,12 @@ package restore_test
 import (
 	"context"
 	"encoding/binary"
+	goerrors "errors"
 	"fmt"
 	"math/rand"
 	"testing"
 
+	"github.com/pingcap/errors"
 	backuppb "github.com/pingcap/kvproto/pkg/brpb"
 	"github.com/pingcap/kvproto/pkg/import_sstpb"
 	"github.com/pingcap/kvproto/pkg/metapb"
@@ -353,7 +355,9 @@ func TestPaginateScanRegion(t *testing.T) {
 	tc.InjectTimes = 5
 	_, err = split.PaginateScanRegion(ctx, tc, []byte{}, []byte{}, 3)
 	require.Error(t, err)
-	require.True(t, berrors.ErrPDBatchScanRegion.Equal(err))
+	var perr *errors.Error
+	goerrors.As(err, &perr)
+	require.EqualValues(t, berrors.ErrPDBatchScanRegion.ID(), perr.ID())
 
 	// make the regionMap losing some region, this will cause scan region check fails
 	// region ID is key+1, so region 4 is deleted