diff --git a/dbms/src/Storages/Transaction/KVStore.cpp b/dbms/src/Storages/Transaction/KVStore.cpp
index e63377460e9..c94ffe51fa0 100644
--- a/dbms/src/Storages/Transaction/KVStore.cpp
+++ b/dbms/src/Storages/Transaction/KVStore.cpp
@@ -10,10 +10,14 @@ namespace ErrorCodes
 extern const int LOGICAL_ERROR;
 }
 
-KVStore::KVStore(const std::string & data_dir, Context *, std::vector<RegionID> * regions_to_remove) : region_persister(data_dir), log(&Logger::get("KVStore"))
+KVStore::KVStore(const std::string & data_dir) : region_persister(data_dir), log(&Logger::get("KVStore"))
+{
+}
+
+void KVStore::restore(const Region::RegionClientCreateFunc & region_client_create, std::vector<RegionID> * regions_to_remove)
 {
     std::lock_guard<std::mutex> lock(mutex);
-    region_persister.restore(regions);
+    region_persister.restore(regions, region_client_create);
 
     // Remove regions which pending_remove = true, those regions still exist because progress crash after persisted and before removal.
     if (regions_to_remove != nullptr)
diff --git a/dbms/src/Storages/Transaction/KVStore.h b/dbms/src/Storages/Transaction/KVStore.h
index 61eceee3a30..fb1c11091b2 100644
--- a/dbms/src/Storages/Transaction/KVStore.h
+++ b/dbms/src/Storages/Transaction/KVStore.h
@@ -26,7 +26,9 @@ static const Seconds KVSTORE_TRY_PERSIST_PERIOD(20); // 20 seconds
 class KVStore final : private boost::noncopyable
 {
 public:
-    KVStore(const std::string & data_dir, Context * context = nullptr, std::vector<RegionID> * regions_to_remove = nullptr);
+    KVStore(const std::string & data_dir);
+    void restore(const Region::RegionClientCreateFunc & region_client_create, std::vector<RegionID> * regions_to_remove = nullptr);
+
     RegionPtr getRegion(RegionID region_id);
     void traverseRegions(std::function<void(const RegionID region_id, const RegionPtr & region)> callback);
 
diff --git a/dbms/src/Storages/Transaction/Region.cpp b/dbms/src/Storages/Transaction/Region.cpp
index f1b5b0aa970..6714fe1f547 100644
--- a/dbms/src/Storages/Transaction/Region.cpp
+++ b/dbms/src/Storages/Transaction/Region.cpp
@@ -186,7 +186,7 @@ RegionPtr Region::splitInto(const RegionMeta & meta)
     RegionPtr new_region;
     if (client != nullptr)
         new_region = std::make_shared<Region>(
-            meta, std::make_shared<pingcap::kv::RegionClient>(client->cache, client->client, meta.getRegionVerID()));
+            meta, [&](pingcap::kv::RegionVerID) { return std::make_shared<pingcap::kv::RegionClient>(client->cache, client->client, meta.getRegionVerID()); });
     else
         new_region = std::make_shared<Region>(meta);
 
@@ -460,14 +460,14 @@ size_t Region::serialize(WriteBuffer & buf)
     return total_size;
 }
 
-RegionPtr Region::deserialize(ReadBuffer & buf)
+RegionPtr Region::deserialize(ReadBuffer & buf, const RegionClientCreateFunc & region_client_create)
 {
     auto version = readBinary2<UInt32>(buf);
     if (version != Region::CURRENT_VERSION)
         throw Exception("Unexpected region version: " + DB::toString(version) + ", expected: " + DB::toString(CURRENT_VERSION),
             ErrorCodes::UNKNOWN_FORMAT_VERSION);
 
-    auto region = std::make_shared<Region>(RegionMeta::deserialize(buf));
+    auto region = std::make_shared<Region>(RegionMeta::deserialize(buf), region_client_create);
 
     auto size = readBinary2<KVMap::size_type>(buf);
     for (size_t i = 0; i < size; ++i)
diff --git a/dbms/src/Storages/Transaction/Region.h b/dbms/src/Storages/Transaction/Region.h
index 42327acd268..50afc7d2e24 100644
--- a/dbms/src/Storages/Transaction/Region.h
+++ b/dbms/src/Storages/Transaction/Region.h
@@ -155,12 +155,14 @@ class Region : public std::enable_shared_from_this<Region>
 
     explicit Region(const RegionMeta & meta_) : meta(meta_), client(nullptr), log(&Logger::get("Region")) {}
 
-    explicit Region(RegionMeta && meta_, pingcap::kv::RegionClientPtr client_)
-        : meta(std::move(meta_)), client(client_), log(&Logger::get("Region"))
+    using RegionClientCreateFunc = std::function<pingcap::kv::RegionClientPtr(pingcap::kv::RegionVerID)>;
+
+    explicit Region(RegionMeta && meta_, const RegionClientCreateFunc & region_client_create)
+        : meta(std::move(meta_)), client(region_client_create(meta.getRegionVerID ())), log(&Logger::get("Region"))
     {}
 
-    explicit Region(const RegionMeta & meta_, const pingcap::kv::RegionClientPtr & client_)
-        : meta(meta_), client(client_), log(&Logger::get("Region"))
+    explicit Region(const RegionMeta & meta_, const RegionClientCreateFunc & region_client_create)
+        : meta(meta_), client(region_client_create(meta.getRegionVerID())), log(&Logger::get("Region"))
     {}
 
     TableID insert(const std::string & cf, const TiKVKey & key, const TiKVValue & value);
@@ -174,7 +176,7 @@ class Region : public std::enable_shared_from_this<Region>
     std::unique_ptr<CommittedScanRemover> createCommittedScanRemover(TableID expected_table_id);
 
     size_t serialize(WriteBuffer & buf);
-    static RegionPtr deserialize(ReadBuffer & buf);
+    static RegionPtr deserialize(ReadBuffer & buf, const RegionClientCreateFunc & region_client_create);
 
     void calculateCfCrc32(Crc32 & crc32) const;
 
diff --git a/dbms/src/Storages/Transaction/RegionFile.cpp b/dbms/src/Storages/Transaction/RegionFile.cpp
index 3d02bc2c363..54920f40eaf 100644
--- a/dbms/src/Storages/Transaction/RegionFile.cpp
+++ b/dbms/src/Storages/Transaction/RegionFile.cpp
@@ -87,10 +87,10 @@ RegionID RegionFile::Reader::hasNext()
     return next_region_meta->region_id;
 }
 
-RegionPtr RegionFile::Reader::next()
+RegionPtr RegionFile::Reader::next(const Region::RegionClientCreateFunc & region_create_func)
 {
     next_region_offset += next_region_meta->region_size;
-    return Region::deserialize(data_file_buf);
+    return Region::deserialize(data_file_buf, region_create_func);
 }
 
 void RegionFile::Reader::skipNext()
diff --git a/dbms/src/Storages/Transaction/RegionFile.h b/dbms/src/Storages/Transaction/RegionFile.h
index 5ed83e4acb9..a560c87d1e1 100644
--- a/dbms/src/Storages/Transaction/RegionFile.h
+++ b/dbms/src/Storages/Transaction/RegionFile.h
@@ -65,7 +65,7 @@ class RegionFile
         void checkHash(const std::vector<bool> & use);
 
         RegionID hasNext();
-        RegionPtr next();
+        RegionPtr next(const Region::RegionClientCreateFunc & region_create_func);
         void skipNext();
 
         const std::vector<PersistMeta> & regionMetas() { return metas; }
diff --git a/dbms/src/Storages/Transaction/RegionPersister.cpp b/dbms/src/Storages/Transaction/RegionPersister.cpp
index eabf83f777c..24caf25b1ce 100644
--- a/dbms/src/Storages/Transaction/RegionPersister.cpp
+++ b/dbms/src/Storages/Transaction/RegionPersister.cpp
@@ -121,7 +121,7 @@ std::vector<bool> valid_regions_in_file(std::vector<RegionFile::Reader::PersistM
     return use;
 }
 
-void RegionPersister::restore(RegionMap & regions)
+void RegionPersister::restore(RegionMap & regions, const Region::RegionClientCreateFunc & region_client_create)
 {
     std::lock_guard<std::mutex> persist_lock(persist_mutex);
     std::lock_guard<std::mutex> map_lock(region_map_mutex);
@@ -171,7 +171,7 @@ void RegionPersister::restore(RegionMap & regions)
         {
             if (use[index])
             {
-                regions.emplace(region_id, reader.next());
+                regions.emplace(region_id, reader.next(region_client_create));
                 file->addRegion(region_id, metas[index].region_size);
             }
             else
@@ -251,7 +251,7 @@ bool RegionPersister::gc()
             {
                 if (use[index] && migrate_region_ids.count(region_id))
                 {
-                    auto region = reader.next();
+                    auto region = reader.next([](pingcap::kv::RegionVerID) -> pingcap::kv::RegionClientPtr { return nullptr; });
                     auto region_size = gc_file_writer.write(region);
                     {
                         std::lock_guard<std::mutex> map_lock(region_map_mutex);
diff --git a/dbms/src/Storages/Transaction/RegionPersister.h b/dbms/src/Storages/Transaction/RegionPersister.h
index f3f34a54ab5..37ef63e59a2 100644
--- a/dbms/src/Storages/Transaction/RegionPersister.h
+++ b/dbms/src/Storages/Transaction/RegionPersister.h
@@ -58,7 +58,7 @@ class RegionPersister final : private boost::noncopyable
 
     void drop(UInt64 region_id);
     void persist(const RegionPtr & region);
-    void restore(RegionMap &);
+    void restore(RegionMap &, const Region::RegionClientCreateFunc &);
     bool gc();
 
     // For tests.
diff --git a/dbms/src/Storages/Transaction/TMTContext.cpp b/dbms/src/Storages/Transaction/TMTContext.cpp
index 7add404f7ce..5ec91fbfe5e 100644
--- a/dbms/src/Storages/Transaction/TMTContext.cpp
+++ b/dbms/src/Storages/Transaction/TMTContext.cpp
@@ -7,13 +7,17 @@ namespace DB
 {
 
 TMTContext::TMTContext(Context & context, std::vector<String> addrs)
-    : kvstore(std::make_shared<KVStore>(context.getPath() + "kvstore/", &context, &regions_to_remove)),
+    : kvstore(std::make_shared<KVStore>(context.getPath() + "kvstore/")),
       region_table(context, context.getPath() + "regmap/", std::bind(&KVStore::getRegion, kvstore.get(), std::placeholders::_1)),
       schema_syncer(std::make_shared<HttpJsonSchemaSyncer>()),
       pd_client(addrs.size() == 0 ? static_cast<pingcap::pd::IClient *>(new pingcap::pd::MockPDClient())
                                   : static_cast<pingcap::pd::IClient *>(new pingcap::pd::Client(addrs))),
-      region_cache(std::make_shared<pingcap::kv::RegionCache>(pd_client))
+      region_cache(std::make_shared<pingcap::kv::RegionCache>(pd_client)),
+      rpc_client(std::make_shared<pingcap::kv::RpcClient>())
 {
+    kvstore->restore([&](pingcap::kv::RegionVerID id) -> pingcap::kv::RegionClientPtr {
+            return this->createRegionClient(id);
+        }, &regions_to_remove);
     for (RegionID id : regions_to_remove)
         kvstore->removeRegion(id, &context);
     regions_to_remove.clear();
@@ -44,12 +48,16 @@ void TMTContext::setPDClient(pingcap::pd::ClientPtr rhs)
     pd_client = rhs;
 }
 
+pingcap::kv::RegionClientPtr TMTContext::createRegionClient(pingcap::kv::RegionVerID region_version_id) const
+{
+    std::lock_guard<std::mutex> lock(mutex);
+    return pd_client->isMock() ? nullptr : std::make_shared<pingcap::kv::RegionClient>(region_cache, rpc_client, region_version_id);
+}
+
 pingcap::kv::RegionCachePtr TMTContext::getRegionCache() const { return region_cache; }
 
 pingcap::kv::RpcClientPtr TMTContext::getRpcClient()
 {
-    if (rpc_client == nullptr)
-        rpc_client = std::make_shared<pingcap::kv::RpcClient>();
     return rpc_client;
 }
 
diff --git a/dbms/src/Storages/Transaction/TMTContext.h b/dbms/src/Storages/Transaction/TMTContext.h
index c4e363ac7b9..db5724d6d61 100644
--- a/dbms/src/Storages/Transaction/TMTContext.h
+++ b/dbms/src/Storages/Transaction/TMTContext.h
@@ -30,6 +30,8 @@ class TMTContext
     pingcap::pd::ClientPtr getPDClient() const;
     void setPDClient(pingcap::pd::ClientPtr);
 
+    pingcap::kv::RegionClientPtr createRegionClient(pingcap::kv::RegionVerID region_version_id) const;
+
     pingcap::kv::RegionCachePtr getRegionCache() const;
 
     pingcap::kv::RpcClientPtr getRpcClient();
diff --git a/dbms/src/Storages/Transaction/applySnapshot.cpp b/dbms/src/Storages/Transaction/applySnapshot.cpp
index de7bb419f5a..15d433f05f2 100644
--- a/dbms/src/Storages/Transaction/applySnapshot.cpp
+++ b/dbms/src/Storages/Transaction/applySnapshot.cpp
@@ -20,15 +20,15 @@ void applySnapshot(KVStorePtr kvstore, RequestReader read, Context * context)
     const auto & state = request.state();
     pingcap::kv::RegionClientPtr region_client = nullptr;
     auto meta = RegionMeta(state.peer(), state.region(), state.apply_state());
-    if (context) {
-        auto & tmt_ctx = context->getTMTContext();
-        auto pd_client = tmt_ctx.getPDClient();
-        if (!pd_client->isMock()) {
-            auto region_cache = tmt_ctx.getRegionCache();
-            region_client = std::make_shared<pingcap::kv::RegionClient>(region_cache, tmt_ctx.getRpcClient(), meta.getRegionVerID());
+    Region::RegionClientCreateFunc region_client_create = [&](pingcap::kv::RegionVerID id) -> pingcap::kv::RegionClientPtr {
+        if (context)
+        {
+            auto & tmt_ctx = context->getTMTContext();
+            return tmt_ctx.createRegionClient(id);
         }
-    }
-    auto region = std::make_shared<Region>(meta, region_client);
+        return nullptr;
+    };
+    auto region = std::make_shared<Region>(meta, region_client_create);
 
     LOG_INFO(log, "Region " << region->id() << " apply snapshot " << region->toString(true));