diff --git a/internal/locate/region_cache.go b/internal/locate/region_cache.go
index 1454c629..8581dc5b 100644
--- a/internal/locate/region_cache.go
+++ b/internal/locate/region_cache.go
@@ -177,6 +177,9 @@ type regionStore struct {
 	// buckets is not accurate and it can change even if the region is not changed.
 	// It can be stale and buckets keys can be out of the region range.
 	buckets *metapb.Buckets
+	// record all storeIDs on which pending peers reside.
+	// key is storeID, val is peerID.
+	pendingTiFlashPeerStores map[uint64]uint64
 }
 
 func (r *regionStore) accessStore(mode accessMode, idx AccessIndex) (int, *Store) {
@@ -269,11 +272,12 @@ func newRegion(bo *retry.Backoffer, c *RegionCache, pdRegion *pd.Region) (*Regio
 	// regionStore pull used store from global store map
 	// to avoid acquire storeMu in later access.
 	rs := &regionStore{
-		workTiKVIdx:  0,
-		proxyTiKVIdx: -1,
-		stores:       make([]*Store, 0, len(r.meta.Peers)),
-		storeEpochs:  make([]uint32, 0, len(r.meta.Peers)),
-		buckets:      pdRegion.Buckets,
+		workTiKVIdx:              0,
+		proxyTiKVIdx:             -1,
+		stores:                   make([]*Store, 0, len(r.meta.Peers)),
+		pendingTiFlashPeerStores: map[uint64]uint64{},
+		storeEpochs:              make([]uint32, 0, len(r.meta.Peers)),
+		buckets:                  pdRegion.Buckets,
 	}
 
 	leader := pdRegion.Leader
@@ -314,6 +318,11 @@ func newRegion(bo *retry.Backoffer, c *RegionCache, pdRegion *pd.Region) (*Regio
 		}
 		rs.stores = append(rs.stores, store)
 		rs.storeEpochs = append(rs.storeEpochs, atomic.LoadUint32(&store.epoch))
+		for _, pendingPeer := range pdRegion.PendingPeers {
+			if pendingPeer.Id == p.Id {
+				rs.pendingTiFlashPeerStores[store.storeID] = p.Id
+			}
+		}
 	}
 	// TODO(youjiali1995): It's possible the region info in PD is stale for now but it can recover.
 	// Maybe we need backoff here.
@@ -780,23 +789,26 @@ func (c *RegionCache) GetTiKVRPCContext(bo *retry.Backoffer, id RegionVerID, rep
 }
 
 // GetAllValidTiFlashStores returns the store ids of all valid TiFlash stores, the store id of currentStore is always the first one
-func (c *RegionCache) GetAllValidTiFlashStores(id RegionVerID, currentStore *Store, labelFilter LabelFilter) []uint64 {
+// Caller may use `nonPendingStores` first, this can avoid task need to wait tiflash replica syncing from tikv.
+// But if all tiflash peers are pending(len(nonPendingStores) == 0), use `allStores` is also ok.
+func (c *RegionCache) GetAllValidTiFlashStores(id RegionVerID, currentStore *Store, labelFilter LabelFilter) ([]uint64, []uint64) {
 	// set the cap to 2 because usually, TiFlash table will have 2 replicas
 	allStores := make([]uint64, 0, 2)
+	nonPendingStores := make([]uint64, 0, 2)
 	// make sure currentStore id is always the first in allStores
 	allStores = append(allStores, currentStore.storeID)
 	ts := time.Now().Unix()
 	cachedRegion := c.GetCachedRegionWithRLock(id)
 	if cachedRegion == nil {
-		return allStores
+		return allStores, nonPendingStores
 	}
 	if !cachedRegion.checkRegionCacheTTL(ts) {
-		return allStores
+		return allStores, nonPendingStores
 	}
 	regionStore := cachedRegion.getStore()
 	currentIndex := regionStore.getAccessIndex(tiFlashOnly, currentStore)
 	if currentIndex == -1 {
-		return allStores
+		return allStores, nonPendingStores
 	}
 	for startOffset := 1; startOffset < regionStore.accessStoreNum(tiFlashOnly); startOffset++ {
 		accessIdx := AccessIndex((int(currentIndex) + startOffset) % regionStore.accessStoreNum(tiFlashOnly))
@@ -813,7 +825,12 @@ func (c *RegionCache) GetAllValidTiFlashStores(id RegionVerID, currentStore *Sto
 		}
 		allStores = append(allStores, store.storeID)
 	}
-	return allStores
+	for _, storeID := range allStores {
+		if _, ok := regionStore.pendingTiFlashPeerStores[storeID]; !ok {
+			nonPendingStores = append(nonPendingStores, storeID)
+		}
+	}
+	return allStores, nonPendingStores
 }
 
 // GetTiFlashRPCContext returns RPCContext for a region must access flash store. If it returns nil, the region