diff --git a/store/tikv/region_cache.go b/store/tikv/region_cache.go
index 55f16969da..71e0f2a876 100644
--- a/store/tikv/region_cache.go
+++ b/store/tikv/region_cache.go
@@ -145,26 +145,37 @@ func (c *RegionCache) getRegionFromCache(key []byte) *Region {
 
 // loadRegion get region from pd client, and pick the random peer as leader.
 func (c *RegionCache) loadRegion(key []byte) (*Region, error) {
-	meta, err := c.pdClient.GetRegion(key)
-	if err != nil {
-		// We assume PD will recover soon.
-		return nil, errors.Annotate(err, txnRetryableMark)
+	var region *Region
+	var backoffErr error
+	for backoff := pdBackoff(); backoffErr == nil; backoffErr = backoff() {
+		meta, err := c.pdClient.GetRegion(key)
+		if err != nil {
+			log.Warnf("loadRegion from PD failed, key: %q, err: %v", key, err)
+			continue
+		}
+		if meta == nil {
+			log.Warnf("region not found for key %q", key)
+			continue
+		}
+		if len(meta.Peers) == 0 {
+			return nil, errors.New("receive Region with no peer")
+		}
+		peer := meta.Peers[0]
+		store, err := c.pdClient.GetStore(peer.GetStoreId())
+		if err != nil {
+			log.Warnf("loadStore from PD failed, key %q, storeID: %d, err: %v", key, peer.GetStoreId(), err)
+			continue
+		}
+		region = &Region{
+			meta:       meta,
+			peer:       peer,
+			addr:       store.GetAddress(),
+			curPeerIdx: 0,
+		}
+		break
 	}
-	if len(meta.Peers) == 0 {
-		return nil, errors.New("receive Region with no peer")
-	}
-	curPeerIdx := 0
-	peer := meta.Peers[curPeerIdx]
-	store, err := c.pdClient.GetStore(peer.GetStoreId())
-	if err != nil {
-		// We assume PD will recover soon.
-		return nil, errors.Annotate(err, txnRetryableMark)
-	}
-	region := &Region{
-		meta:       meta,
-		peer:       peer,
-		addr:       store.GetAddress(),
-		curPeerIdx: curPeerIdx,
+	if backoffErr != nil {
+		return nil, errors.Annotate(backoffErr, txnRetryableMark)
 	}
 
 	c.mu.Lock()
@@ -255,3 +266,13 @@ func regionMissBackoff() func() error {
 	)
 	return NewBackoff(maxRetry, sleepBase, sleepCap, NoJitter)
 }
+
+// pdBackoff is for PD RPC retry.
+func pdBackoff() func() error {
+	const (
+		maxRetry  = 5
+		sleepBase = 500
+		sleepCap  = 1000
+	)
+	return NewBackoff(maxRetry, sleepBase, sleepCap, EqualJitter)
+}
diff --git a/store/tikv/region_cache_test.go b/store/tikv/region_cache_test.go
index 460c68b024..b91c9dc612 100644
--- a/store/tikv/region_cache_test.go
+++ b/store/tikv/region_cache_test.go
@@ -15,6 +15,7 @@ package tikv
 
 import (
 	"fmt"
+	"time"
 
 	. "github.com/pingcap/check"
 	"github.com/pingcap/tidb/store/tikv/mock-tikv"
@@ -64,6 +65,20 @@ func (s *testRegionCacheSuite) TestDropStore(c *C) {
 	c.Assert(s.cache.regions, HasLen, 0)
 }
 
+func (s *testRegionCacheSuite) TestDropStoreRetry(c *C) {
+	s.cluster.RemoveStore(s.store1)
+	done := make(chan struct{})
+	go func() {
+		time.Sleep(time.Millisecond * 10)
+		s.cluster.AddStore(s.store1, s.storeAddr(s.store1))
+		close(done)
+	}()
+	r, err := s.cache.GetRegion([]byte("a"))
+	c.Assert(err, IsNil)
+	c.Assert(r.GetID(), Equals, s.region1)
+	<-done
+}
+
 func (s *testRegionCacheSuite) TestUpdateLeader(c *C) {
 	r, err := s.cache.GetRegion([]byte("a"))
 	c.Assert(err, IsNil)
diff --git a/store/tikv/txn_committer.go b/store/tikv/txn_committer.go
index 357983d9e3..1149336b3d 100644
--- a/store/tikv/txn_committer.go
+++ b/store/tikv/txn_committer.go
@@ -206,11 +206,11 @@ func (c *txnCommitter) commitSingleRegion(regionID RegionVerID, keys [][]byte) e
 		if c.committed {
 			// No secondary key could be rolled back after it's primary key is committed.
 			// There must be a serious bug somewhere.
-			log.Errorf("txn failed commit key after primary key committed: %v", err)
+			log.Errorf("txn failed commit key after primary key committed: %v, tid: %d", err, c.startTS)
 			return errors.Trace(err)
 		}
 		// The transaction maybe rolled back by concurrent transactions.
-		log.Warnf("txn failed commit primary key: %v, retry later", err)
+		log.Warnf("txn failed commit primary key: %v, retry later, tid: %d", err, c.startTS)
 		return errors.Annotate(err, txnRetryableMark)
 	}
 
@@ -242,7 +242,7 @@ func (c *txnCommitter) cleanupSingleRegion(regionID RegionVerID, keys [][]byte)
 	}
 	if keyErr := rollbackResp.GetError(); keyErr != nil {
 		err = errors.Errorf("cleanup failed: %s", keyErr)
-		log.Errorf("txn failed cleanup key: %v", err)
+		log.Errorf("txn failed cleanup key: %v, tid: %d", err, c.startTS)
 		return errors.Trace(err)
 	}
 	return nil
@@ -263,7 +263,7 @@ func (c *txnCommitter) cleanupKeys(keys [][]byte) error {
 func (c *txnCommitter) Commit() error {
 	err := c.prewriteKeys(c.keys)
 	if err != nil {
-		log.Warnf("txn commit failed on prewrite: %v", err)
+		log.Warnf("txn commit failed on prewrite: %v, tid: %d", err, c.startTS)
 		c.cleanupKeys(c.writtenKeys)
 		return errors.Trace(err)
 	}
@@ -280,7 +280,7 @@ func (c *txnCommitter) Commit() error {
 			c.cleanupKeys(c.writtenKeys)
 			return errors.Trace(err)
 		}
-		log.Warnf("txn commit succeed with error: %v", err)
+		log.Warnf("txn commit succeed with error: %v, tid: %d", err, c.startTS)
 	}
 	return nil
 }