diff --git a/BUILD.bazel b/BUILD.bazel
index 27ab40ef74d1..47e795011ab4 100644
--- a/BUILD.bazel
+++ b/BUILD.bazel
@@ -111,6 +111,8 @@ cc_library(
     srcs = glob(
         [
             "src/ray/core_worker/*.cc",
+            "src/ray/core_worker/store_provider/*.cc",
+            "src/ray/core_worker/transport/*.cc",
         ],
         exclude = [
             "src/ray/core_worker/*_test.cc",
@@ -119,6 +121,8 @@ cc_library(
     ),
     hdrs = glob([
         "src/ray/core_worker/*.h",
+        "src/ray/core_worker/store_provider/*.h",
+        "src/ray/core_worker/transport/*.h",
     ]),
     copts = COPTS,
     deps = [
diff --git a/src/ray/core_worker/common.h b/src/ray/core_worker/common.h
index b11fabfe46f8..3fda406613ef 100644
--- a/src/ray/core_worker/common.h
+++ b/src/ray/core_worker/common.h
@@ -5,6 +5,8 @@
 
 #include "ray/common/buffer.h"
 #include "ray/common/id.h"
+#include "ray/raylet/raylet_client.h"
+#include "ray/raylet/task_spec.h"
 
 namespace ray {
 
@@ -66,6 +68,35 @@ class TaskArg {
   const std::shared_ptr<Buffer> data_;
 };
 
+/// Task specification, which includes the immutable information about the task
+/// which are determined at the submission time.
+/// TODO(zhijunfu): this can be removed after everything is moved to protobuf.
+class TaskSpec {
+ public:
+  TaskSpec(const raylet::TaskSpecification &task_spec,
+           const std::vector<ObjectID> &dependencies)
+      : task_spec_(task_spec), dependencies_(dependencies) {}
+
+  TaskSpec(const raylet::TaskSpecification &&task_spec,
+           const std::vector<ObjectID> &&dependencies)
+      : task_spec_(task_spec), dependencies_(dependencies) {}
+
+  const raylet::TaskSpecification &GetTaskSpecification() const { return task_spec_; }
+
+  const std::vector<ObjectID> &GetDependencies() const { return dependencies_; }
+
+ private:
+  /// Raylet task specification.
+  raylet::TaskSpecification task_spec_;
+
+  /// Dependencies.
+  std::vector<ObjectID> dependencies_;
+};
+
+enum class StoreProviderType { PLASMA };
+
+enum class TaskTransportType { RAYLET };
+
 }  // namespace ray
 
 #endif  // RAY_CORE_WORKER_COMMON_H
diff --git a/src/ray/core_worker/core_worker.cc b/src/ray/core_worker/core_worker.cc
index 033409196d9b..bcc1bdd963db 100644
--- a/src/ray/core_worker/core_worker.cc
+++ b/src/ray/core_worker/core_worker.cc
@@ -9,41 +9,39 @@ CoreWorker::CoreWorker(const enum WorkerType worker_type,
                        DriverID driver_id)
     : worker_type_(worker_type),
       language_(language),
-      worker_context_(worker_type, driver_id),
       store_socket_(store_socket),
       raylet_socket_(raylet_socket),
-      is_initialized_(false),
+      worker_context_(worker_type, driver_id),
+      raylet_client_(raylet_socket_, worker_context_.GetWorkerID(),
+                     (worker_type_ == ray::WorkerType::WORKER),
+                     worker_context_.GetCurrentDriverID(), ToTaskLanguage(language_)),
       task_interface_(*this),
       object_interface_(*this),
       task_execution_interface_(*this) {
-  switch (language_) {
+  // TODO(zhijunfu): currently RayletClient would crash in its constructor if it cannot
+  // connect to Raylet after a number of retries, this needs to be changed
+  // so that the worker (java/python .etc) can retrieve and handle the error
+  // instead of crashing.
+  auto status = store_client_.Connect(store_socket_);
+  if (!status.ok()) {
+    RAY_LOG(ERROR) << "Connecting plasma store failed when trying to construct"
+                   << " core worker: " << status.message();
+    throw std::runtime_error(status.message());
+  }
+}
+
+::Language CoreWorker::ToTaskLanguage(WorkerLanguage language) {
+  switch (language) {
   case ray::WorkerLanguage::JAVA:
-    task_language_ = ::Language::JAVA;
+    return ::Language::JAVA;
     break;
   case ray::WorkerLanguage::PYTHON:
-    task_language_ = ::Language::PYTHON;
+    return ::Language::PYTHON;
     break;
   default:
-    RAY_LOG(FATAL) << "Unsupported worker language: " << static_cast<int>(language_);
+    RAY_LOG(FATAL) << "invalid language specified: " << static_cast<int>(language);
     break;
   }
 }
 
-Status CoreWorker::Connect() {
-  // connect to plasma.
-  RAY_ARROW_RETURN_NOT_OK(store_client_.Connect(store_socket_));
-
-  // connect to raylet.
-  // TODO: currently RayletClient would crash in its constructor if it cannot
-  // connect to Raylet after a number of retries, this needs to be changed
-  // so that the worker (java/python .etc) can retrieve and handle the error
-  // instead of crashing.
-  raylet_client_ = std::unique_ptr<RayletClient>(
-      new RayletClient(raylet_socket_, worker_context_.GetWorkerID(),
-                       (worker_type_ == ray::WorkerType::WORKER),
-                       worker_context_.GetCurrentDriverID(), task_language_));
-  is_initialized_ = true;
-  return Status::OK();
-}
-
 }  // namespace ray
diff --git a/src/ray/core_worker/core_worker.h b/src/ray/core_worker/core_worker.h
index c038b76ce53f..e03a8700be81 100644
--- a/src/ray/core_worker/core_worker.h
+++ b/src/ray/core_worker/core_worker.h
@@ -20,13 +20,12 @@ class CoreWorker {
   ///
   /// \param[in] worker_type Type of this worker.
   /// \param[in] langauge Language of this worker.
+  ///
+  /// NOTE(zhijunfu): the constructor would throw if a failure happens.
   CoreWorker(const WorkerType worker_type, const WorkerLanguage language,
              const std::string &store_socket, const std::string &raylet_socket,
              DriverID driver_id = DriverID::Nil());
 
-  /// Connect to raylet.
-  Status Connect();
-
   /// Type of this worker.
   enum WorkerType WorkerType() const { return worker_type_; }
 
@@ -46,23 +45,26 @@ class CoreWorker {
   CoreWorkerTaskExecutionInterface &Execution() { return task_execution_interface_; }
 
  private:
+  /// Translate from WorkLanguage to Language type (required by raylet client).
+  ///
+  /// \param[in] language Language for a task.
+  /// \return Translated task language.
+  ::Language ToTaskLanguage(WorkerLanguage language);
+
   /// Type of this worker.
   const enum WorkerType worker_type_;
 
   /// Language of this worker.
   const enum WorkerLanguage language_;
 
-  /// Language of this worker as specified in flatbuf (used by task spec).
-  ::Language task_language_;
-
-  /// Worker context per thread.
-  WorkerContext worker_context_;
-
   /// Plasma store socket name.
-  std::string store_socket_;
+  const std::string store_socket_;
 
   /// raylet socket name.
-  std::string raylet_socket_;
+  const std::string raylet_socket_;
+
+  /// Worker context.
+  WorkerContext worker_context_;
 
   /// Plasma store client.
   plasma::PlasmaClient store_client_;
@@ -71,10 +73,7 @@ class CoreWorker {
   std::mutex store_client_mutex_;
 
   /// Raylet client.
-  std::unique_ptr<RayletClient> raylet_client_;
-
-  /// Whether this worker has been initialized.
-  bool is_initialized_;
+  RayletClient raylet_client_;
 
   /// The `CoreWorkerTaskInterface` instance.
   CoreWorkerTaskInterface task_interface_;
diff --git a/src/ray/core_worker/core_worker_test.cc b/src/ray/core_worker/core_worker_test.cc
index fedfb9c2356b..6e4ecc161fb4 100644
--- a/src/ray/core_worker/core_worker_test.cc
+++ b/src/ray/core_worker/core_worker_test.cc
@@ -128,8 +128,6 @@ class CoreWorkerTest : public ::testing::Test {
                       raylet_store_socket_names_[0], raylet_socket_names_[0],
                       DriverID::FromRandom());
 
-    RAY_CHECK_OK(driver.Connect());
-
     // Test pass by value.
     {
       uint8_t array1[] = {1, 2, 3, 4, 5, 6, 7, 8};
@@ -187,7 +185,6 @@ class CoreWorkerTest : public ::testing::Test {
     CoreWorker driver(WorkerType::DRIVER, WorkerLanguage::PYTHON,
                       raylet_store_socket_names_[0], raylet_socket_names_[0],
                       DriverID::FromRandom());
-    RAY_CHECK_OK(driver.Connect());
 
     std::unique_ptr<ActorHandle> actor_handle;
 
@@ -277,13 +274,6 @@ TEST_F(ZeroNodeTest, TestTaskArg) {
   ASSERT_EQ(*data, *buffer);
 }
 
-TEST_F(ZeroNodeTest, TestAttributeGetters) {
-  CoreWorker core_worker(WorkerType::DRIVER, WorkerLanguage::PYTHON, "", "",
-                         DriverID::FromRandom());
-  ASSERT_EQ(core_worker.WorkerType(), WorkerType::DRIVER);
-  ASSERT_EQ(core_worker.Language(), WorkerLanguage::PYTHON);
-}
-
 TEST_F(ZeroNodeTest, TestWorkerContext) {
   auto driver_id = DriverID::FromRandom();
 
@@ -313,7 +303,6 @@ TEST_F(SingleNodeTest, TestObjectInterface) {
   CoreWorker core_worker(WorkerType::DRIVER, WorkerLanguage::PYTHON,
                          raylet_store_socket_names_[0], raylet_socket_names_[0],
                          DriverID::FromRandom());
-  RAY_CHECK_OK(core_worker.Connect());
 
   uint8_t array1[] = {1, 2, 3, 4, 5, 6, 7, 8};
   uint8_t array2[] = {10, 11, 12, 13, 14, 15};
@@ -370,12 +359,10 @@ TEST_F(TwoNodeTest, TestObjectInterfaceCrossNodes) {
   CoreWorker worker1(WorkerType::DRIVER, WorkerLanguage::PYTHON,
                      raylet_store_socket_names_[0], raylet_socket_names_[0],
                      DriverID::FromRandom());
-  RAY_CHECK_OK(worker1.Connect());
 
   CoreWorker worker2(WorkerType::DRIVER, WorkerLanguage::PYTHON,
                      raylet_store_socket_names_[1], raylet_socket_names_[1],
                      DriverID::FromRandom());
-  RAY_CHECK_OK(worker2.Connect());
 
   uint8_t array1[] = {1, 2, 3, 4, 5, 6, 7, 8};
   uint8_t array2[] = {10, 11, 12, 13, 14, 15};
@@ -456,6 +443,15 @@ TEST_F(TwoNodeTest, TestActorTaskCrossNodes) {
   TestActorTask(resources);
 }
 
+TEST_F(SingleNodeTest, TestCoreWorkerConstructorFailure) {
+  try {
+    CoreWorker core_worker(WorkerType::DRIVER, WorkerLanguage::PYTHON, "",
+                           raylet_socket_names_[0], DriverID::FromRandom());
+  } catch (const std::exception &e) {
+    std::cout << "Caught exception when constructing core worker: " << e.what();
+  }
+}
+
 }  // namespace ray
 
 int main(int argc, char **argv) {
diff --git a/src/ray/core_worker/mock_worker.cc b/src/ray/core_worker/mock_worker.cc
index 95d11bb259a8..a331a0b6ae12 100644
--- a/src/ray/core_worker/mock_worker.cc
+++ b/src/ray/core_worker/mock_worker.cc
@@ -17,9 +17,7 @@ class MockWorker {
  public:
   MockWorker(const std::string &store_socket, const std::string &raylet_socket)
       : worker_(WorkerType::WORKER, WorkerLanguage::PYTHON, store_socket, raylet_socket,
-                DriverID::FromRandom()) {
-    RAY_CHECK_OK(worker_.Connect());
-  }
+                DriverID::FromRandom()) {}
 
   void Run() {
     auto executor_func = [this](const RayFunction &ray_function,
diff --git a/src/ray/core_worker/object_interface.cc b/src/ray/core_worker/object_interface.cc
index 5ab5d33330d7..81777117cd14 100644
--- a/src/ray/core_worker/object_interface.cc
+++ b/src/ray/core_worker/object_interface.cc
@@ -2,11 +2,18 @@
 #include "ray/common/ray_config.h"
 #include "ray/core_worker/context.h"
 #include "ray/core_worker/core_worker.h"
+#include "ray/core_worker/store_provider/plasma_store_provider.h"
 
 namespace ray {
 
 CoreWorkerObjectInterface::CoreWorkerObjectInterface(CoreWorker &core_worker)
-    : core_worker_(core_worker) {}
+    : core_worker_(core_worker) {
+  store_providers_.emplace(
+      static_cast<int>(StoreProviderType::PLASMA),
+      std::unique_ptr<CoreWorkerStoreProvider>(new CoreWorkerPlasmaStoreProvider(
+          core_worker_.store_client_, core_worker_.store_client_mutex_,
+          core_worker_.raylet_client_)));
+}
 
 Status CoreWorkerObjectInterface::Put(const Buffer &buffer, ObjectID *object_id) {
   ObjectID put_id = ObjectID::ForPut(core_worker_.worker_context_.GetCurrentTaskID(),
@@ -16,127 +23,31 @@ Status CoreWorkerObjectInterface::Put(const Buffer &buffer, ObjectID *object_id)
 }
 
 Status CoreWorkerObjectInterface::Put(const Buffer &buffer, const ObjectID &object_id) {
-  auto plasma_id = object_id.ToPlasmaId();
-  std::shared_ptr<arrow::Buffer> data;
-  {
-    std::unique_lock<std::mutex> guard(core_worker_.store_client_mutex_);
-    RAY_ARROW_RETURN_NOT_OK(
-        core_worker_.store_client_.Create(plasma_id, buffer.Size(), nullptr, 0, &data));
-  }
-
-  memcpy(data->mutable_data(), buffer.Data(), buffer.Size());
-
-  {
-    std::unique_lock<std::mutex> guard(core_worker_.store_client_mutex_);
-    RAY_ARROW_RETURN_NOT_OK(core_worker_.store_client_.Seal(plasma_id));
-    RAY_ARROW_RETURN_NOT_OK(core_worker_.store_client_.Release(plasma_id));
-  }
-  return Status::OK();
+  auto type = static_cast<int>(StoreProviderType::PLASMA);
+  return store_providers_[type]->Put(buffer, object_id);
 }
 
 Status CoreWorkerObjectInterface::Get(const std::vector<ObjectID> &ids,
                                       int64_t timeout_ms,
                                       std::vector<std::shared_ptr<Buffer>> *results) {
-  (*results).resize(ids.size(), nullptr);
-
-  bool was_blocked = false;
-
-  std::unordered_map<ObjectID, int> unready;
-  for (size_t i = 0; i < ids.size(); i++) {
-    unready.insert({ids[i], i});
-  }
-
-  int num_attempts = 0;
-  bool should_break = false;
-  int64_t remaining_timeout = timeout_ms;
-  // Repeat until we get all objects.
-  while (!unready.empty() && !should_break) {
-    std::vector<ObjectID> unready_ids;
-    for (const auto &entry : unready) {
-      unready_ids.push_back(entry.first);
-    }
-
-    // For the initial fetch, we only fetch the objects, do not reconstruct them.
-    bool fetch_only = num_attempts == 0;
-    if (!fetch_only) {
-      // If fetch_only is false, this worker will be blocked.
-      was_blocked = true;
-    }
-
-    // TODO: can call `fetchOrReconstruct` in batches as an optimization.
-    RAY_CHECK_OK(core_worker_.raylet_client_->FetchOrReconstruct(
-        unready_ids, fetch_only, core_worker_.worker_context_.GetCurrentTaskID()));
-
-    // Get the objects from the object store, and parse the result.
-    int64_t get_timeout;
-    if (remaining_timeout >= 0) {
-      get_timeout =
-          std::min(remaining_timeout, RayConfig::instance().get_timeout_milliseconds());
-      remaining_timeout -= get_timeout;
-      should_break = remaining_timeout <= 0;
-    } else {
-      get_timeout = RayConfig::instance().get_timeout_milliseconds();
-    }
-
-    std::vector<plasma::ObjectID> plasma_ids;
-    for (const auto &id : unready_ids) {
-      plasma_ids.push_back(id.ToPlasmaId());
-    }
-
-    std::vector<plasma::ObjectBuffer> object_buffers;
-    {
-      std::unique_lock<std::mutex> guard(core_worker_.store_client_mutex_);
-      auto status =
-          core_worker_.store_client_.Get(plasma_ids, get_timeout, &object_buffers);
-    }
-
-    for (size_t i = 0; i < object_buffers.size(); i++) {
-      if (object_buffers[i].data != nullptr) {
-        const auto &object_id = unready_ids[i];
-        (*results)[unready[object_id]] =
-            std::make_shared<PlasmaBuffer>(object_buffers[i].data);
-        unready.erase(object_id);
-      }
-    }
-
-    num_attempts += 1;
-    // TODO: log a message if attempted too many times.
-  }
-
-  if (was_blocked) {
-    RAY_CHECK_OK(core_worker_.raylet_client_->NotifyUnblocked(
-        core_worker_.worker_context_.GetCurrentTaskID()));
-  }
-
-  return Status::OK();
+  auto type = static_cast<int>(StoreProviderType::PLASMA);
+  return store_providers_[type]->Get(
+      ids, timeout_ms, core_worker_.worker_context_.GetCurrentTaskID(), results);
 }
 
 Status CoreWorkerObjectInterface::Wait(const std::vector<ObjectID> &object_ids,
                                        int num_objects, int64_t timeout_ms,
                                        std::vector<bool> *results) {
-  WaitResultPair result_pair;
-  auto status = core_worker_.raylet_client_->Wait(
-      object_ids, num_objects, timeout_ms, false,
-      core_worker_.worker_context_.GetCurrentTaskID(), &result_pair);
-  std::unordered_set<ObjectID> ready_ids;
-  for (const auto &entry : result_pair.first) {
-    ready_ids.insert(entry);
-  }
-
-  // TODO: change RayletClient::Wait() to return a bit set, so that we don't need
-  // to do this translation.
-  (*results).resize(object_ids.size());
-  for (size_t i = 0; i < object_ids.size(); i++) {
-    (*results)[i] = ready_ids.count(object_ids[i]) > 0;
-  }
-
-  return status;
+  auto type = static_cast<int>(StoreProviderType::PLASMA);
+  return store_providers_[type]->Wait(object_ids, num_objects, timeout_ms,
+                                      core_worker_.worker_context_.GetCurrentTaskID(),
+                                      results);
 }
 
 Status CoreWorkerObjectInterface::Delete(const std::vector<ObjectID> &object_ids,
                                          bool local_only, bool delete_creating_tasks) {
-  return core_worker_.raylet_client_->FreeObjects(object_ids, local_only,
-                                                  delete_creating_tasks);
+  auto type = static_cast<int>(StoreProviderType::PLASMA);
+  return store_providers_[type]->Delete(object_ids, local_only, delete_creating_tasks);
 }
 
 }  // namespace ray
diff --git a/src/ray/core_worker/object_interface.h b/src/ray/core_worker/object_interface.h
index 431b3f825ac9..35403675f164 100644
--- a/src/ray/core_worker/object_interface.h
+++ b/src/ray/core_worker/object_interface.h
@@ -6,10 +6,12 @@
 #include "ray/common/id.h"
 #include "ray/common/status.h"
 #include "ray/core_worker/common.h"
+#include "ray/core_worker/store_provider/store_provider.h"
 
 namespace ray {
 
 class CoreWorker;
+class CoreWorkerStoreProvider;
 
 /// The interface that contains all `CoreWorker` methods that are related to object store.
 class CoreWorkerObjectInterface {
@@ -62,6 +64,9 @@ class CoreWorkerObjectInterface {
  private:
   /// Reference to the parent CoreWorker instance.
   CoreWorker &core_worker_;
+
+  /// All the store providers supported.
+  std::unordered_map<int, std::unique_ptr<CoreWorkerStoreProvider>> store_providers_;
 };
 
 }  // namespace ray
diff --git a/src/ray/core_worker/store_provider/plasma_store_provider.cc b/src/ray/core_worker/store_provider/plasma_store_provider.cc
new file mode 100644
index 000000000000..b5dd91d82881
--- /dev/null
+++ b/src/ray/core_worker/store_provider/plasma_store_provider.cc
@@ -0,0 +1,139 @@
+#include "ray/core_worker/store_provider/plasma_store_provider.h"
+#include "ray/common/ray_config.h"
+#include "ray/core_worker/context.h"
+#include "ray/core_worker/core_worker.h"
+#include "ray/core_worker/object_interface.h"
+
+namespace ray {
+
+CoreWorkerPlasmaStoreProvider::CoreWorkerPlasmaStoreProvider(
+    plasma::PlasmaClient &store_client, std::mutex &store_client_mutex,
+    RayletClient &raylet_client)
+    : store_client_(store_client),
+      store_client_mutex_(store_client_mutex),
+      raylet_client_(raylet_client) {}
+
+Status CoreWorkerPlasmaStoreProvider::Put(const Buffer &buffer,
+                                          const ObjectID &object_id) {
+  auto plasma_id = object_id.ToPlasmaId();
+  std::shared_ptr<arrow::Buffer> data;
+  {
+    std::unique_lock<std::mutex> guard(store_client_mutex_);
+    RAY_ARROW_RETURN_NOT_OK(
+        store_client_.Create(plasma_id, buffer.Size(), nullptr, 0, &data));
+  }
+
+  memcpy(data->mutable_data(), buffer.Data(), buffer.Size());
+
+  {
+    std::unique_lock<std::mutex> guard(store_client_mutex_);
+    RAY_ARROW_RETURN_NOT_OK(store_client_.Seal(plasma_id));
+    RAY_ARROW_RETURN_NOT_OK(store_client_.Release(plasma_id));
+  }
+  return Status::OK();
+}
+
+Status CoreWorkerPlasmaStoreProvider::Get(const std::vector<ObjectID> &ids,
+                                          int64_t timeout_ms, const TaskID &task_id,
+                                          std::vector<std::shared_ptr<Buffer>> *results) {
+  (*results).resize(ids.size(), nullptr);
+
+  bool was_blocked = false;
+
+  std::unordered_map<ObjectID, int> unready;
+  for (size_t i = 0; i < ids.size(); i++) {
+    unready.insert({ids[i], i});
+  }
+
+  int num_attempts = 0;
+  bool should_break = false;
+  int64_t remaining_timeout = timeout_ms;
+  // Repeat until we get all objects.
+  while (!unready.empty() && !should_break) {
+    std::vector<ObjectID> unready_ids;
+    for (const auto &entry : unready) {
+      unready_ids.push_back(entry.first);
+    }
+
+    // For the initial fetch, we only fetch the objects, do not reconstruct them.
+    bool fetch_only = num_attempts == 0;
+    if (!fetch_only) {
+      // If fetch_only is false, this worker will be blocked.
+      was_blocked = true;
+    }
+
+    // TODO(zhijunfu): can call `fetchOrReconstruct` in batches as an optimization.
+    RAY_CHECK_OK(raylet_client_.FetchOrReconstruct(unready_ids, fetch_only, task_id));
+
+    // Get the objects from the object store, and parse the result.
+    int64_t get_timeout;
+    if (remaining_timeout >= 0) {
+      get_timeout =
+          std::min(remaining_timeout, RayConfig::instance().get_timeout_milliseconds());
+      remaining_timeout -= get_timeout;
+      should_break = remaining_timeout <= 0;
+    } else {
+      get_timeout = RayConfig::instance().get_timeout_milliseconds();
+    }
+
+    std::vector<plasma::ObjectID> plasma_ids;
+    for (const auto &id : unready_ids) {
+      plasma_ids.push_back(id.ToPlasmaId());
+    }
+
+    std::vector<plasma::ObjectBuffer> object_buffers;
+    {
+      std::unique_lock<std::mutex> guard(store_client_mutex_);
+      auto status = store_client_.Get(plasma_ids, get_timeout, &object_buffers);
+    }
+
+    for (size_t i = 0; i < object_buffers.size(); i++) {
+      if (object_buffers[i].data != nullptr) {
+        const auto &object_id = unready_ids[i];
+        (*results)[unready[object_id]] =
+            std::make_shared<PlasmaBuffer>(object_buffers[i].data);
+        unready.erase(object_id);
+      }
+    }
+
+    num_attempts += 1;
+    // TODO(zhijunfu): log a message if attempted too many times.
+  }
+
+  if (was_blocked) {
+    RAY_CHECK_OK(raylet_client_.NotifyUnblocked(task_id));
+  }
+
+  return Status::OK();
+}
+
+Status CoreWorkerPlasmaStoreProvider::Wait(const std::vector<ObjectID> &object_ids,
+                                           int num_objects, int64_t timeout_ms,
+                                           const TaskID &task_id,
+                                           std::vector<bool> *results) {
+  WaitResultPair result_pair;
+  auto status = raylet_client_.Wait(object_ids, num_objects, timeout_ms, false, task_id,
+                                    &result_pair);
+  std::unordered_set<ObjectID> ready_ids;
+  for (const auto &entry : result_pair.first) {
+    ready_ids.insert(entry);
+  }
+
+  // TODO(zhijunfu): change RayletClient::Wait() to return a bit set, so that we don't
+  // need
+  // to do this translation.
+  (*results).resize(object_ids.size());
+  for (size_t i = 0; i < object_ids.size(); i++) {
+    (*results)[i] = ready_ids.count(object_ids[i]) > 0;
+  }
+
+  return status;
+}
+
+Status CoreWorkerPlasmaStoreProvider::Delete(const std::vector<ObjectID> &object_ids,
+                                             bool local_only,
+                                             bool delete_creating_tasks) {
+  return raylet_client_.FreeObjects(object_ids, local_only, delete_creating_tasks);
+}
+
+}  // namespace ray
diff --git a/src/ray/core_worker/store_provider/plasma_store_provider.h b/src/ray/core_worker/store_provider/plasma_store_provider.h
new file mode 100644
index 000000000000..0dfce1eb1e45
--- /dev/null
+++ b/src/ray/core_worker/store_provider/plasma_store_provider.h
@@ -0,0 +1,76 @@
+#ifndef RAY_CORE_WORKER_PLASMA_STORE_PROVIDER_H
+#define RAY_CORE_WORKER_PLASMA_STORE_PROVIDER_H
+
+#include "plasma/client.h"
+#include "ray/common/buffer.h"
+#include "ray/common/id.h"
+#include "ray/common/status.h"
+#include "ray/core_worker/common.h"
+#include "ray/core_worker/store_provider/store_provider.h"
+#include "ray/raylet/raylet_client.h"
+
+namespace ray {
+
+class CoreWorker;
+
+/// The class provides implementations for accessing plasma store, which includes both
+/// local and remote store, remote access is done via raylet.
+class CoreWorkerPlasmaStoreProvider : public CoreWorkerStoreProvider {
+ public:
+  CoreWorkerPlasmaStoreProvider(plasma::PlasmaClient &store_client,
+                                std::mutex &store_client_mutex,
+                                RayletClient &raylet_client);
+
+  /// Put an object with specified ID into object store.
+  ///
+  /// \param[in] buffer Data buffer of the object.
+  /// \param[in] object_id Object ID specified by user.
+  /// \return Status.
+  Status Put(const Buffer &buffer, const ObjectID &object_id) override;
+
+  /// Get a list of objects from the object store.
+  ///
+  /// \param[in] ids IDs of the objects to get.
+  /// \param[in] timeout_ms Timeout in milliseconds, wait infinitely if it's negative.
+  /// \param[in] task_id ID for the current task.
+  /// \param[out] results Result list of objects data.
+  /// \return Status.
+  Status Get(const std::vector<ObjectID> &ids, int64_t timeout_ms, const TaskID &task_id,
+             std::vector<std::shared_ptr<Buffer>> *results) override;
+
+  /// Wait for a list of objects to appear in the object store.
+  ///
+  /// \param[in] IDs of the objects to wait for.
+  /// \param[in] num_returns Number of objects that should appear.
+  /// \param[in] timeout_ms Timeout in milliseconds, wait infinitely if it's negative.
+  /// \param[in] task_id ID for the current task.
+  /// \param[out] results A bitset that indicates each object has appeared or not.
+  /// \return Status.
+  Status Wait(const std::vector<ObjectID> &object_ids, int num_objects,
+              int64_t timeout_ms, const TaskID &task_id,
+              std::vector<bool> *results) override;
+
+  /// Delete a list of objects from the object store.
+  ///
+  /// \param[in] object_ids IDs of the objects to delete.
+  /// \param[in] local_only Whether only delete the objects in local node, or all nodes in
+  /// the cluster.
+  /// \param[in] delete_creating_tasks Whether also delete the tasks that
+  /// created these objects. \return Status.
+  Status Delete(const std::vector<ObjectID> &object_ids, bool local_only,
+                bool delete_creating_tasks) override;
+
+ private:
+  /// Plasma store client.
+  plasma::PlasmaClient &store_client_;
+
+  /// Mutex to protect store_client_.
+  std::mutex &store_client_mutex_;
+
+  /// Raylet client.
+  RayletClient &raylet_client_;
+};
+
+}  // namespace ray
+
+#endif  // RAY_CORE_WORKER_PLASMA_STORE_PROVIDER_H
diff --git a/src/ray/core_worker/store_provider/store_provider.h b/src/ray/core_worker/store_provider/store_provider.h
new file mode 100644
index 000000000000..f1521edf1626
--- /dev/null
+++ b/src/ray/core_worker/store_provider/store_provider.h
@@ -0,0 +1,64 @@
+#ifndef RAY_CORE_WORKER_STORE_PROVIDER_H
+#define RAY_CORE_WORKER_STORE_PROVIDER_H
+
+#include "ray/common/buffer.h"
+#include "ray/common/id.h"
+#include "ray/common/status.h"
+#include "ray/core_worker/common.h"
+
+namespace ray {
+
+/// Provider interface for store access. Store provider should inherit from this class and
+/// provide implementions for the methods. The actual store provider may use a plasma
+/// store or local memory store in worker process, or possibly other types of storage.
+
+class CoreWorkerStoreProvider {
+ public:
+  CoreWorkerStoreProvider() {}
+
+  virtual ~CoreWorkerStoreProvider() {}
+
+  /// Put an object with specified ID into object store.
+  ///
+  /// \param[in] buffer Data buffer of the object.
+  /// \param[in] object_id Object ID specified by user.
+  /// \return Status.
+  virtual Status Put(const Buffer &buffer, const ObjectID &object_id) = 0;
+
+  /// Get a list of objects from the object store.
+  ///
+  /// \param[in] ids IDs of the objects to get.
+  /// \param[in] timeout_ms Timeout in milliseconds, wait infinitely if it's negative.
+  /// \param[in] task_id ID for the current task.
+  /// \param[out] results Result list of objects data.
+  /// \return Status.
+  virtual Status Get(const std::vector<ObjectID> &ids, int64_t timeout_ms,
+                     const TaskID &task_id,
+                     std::vector<std::shared_ptr<Buffer>> *results) = 0;
+
+  /// Wait for a list of objects to appear in the object store.
+  ///
+  /// \param[in] IDs of the objects to wait for.
+  /// \param[in] num_returns Number of objects that should appear.
+  /// \param[in] timeout_ms Timeout in milliseconds, wait infinitely if it's negative.
+  /// \param[in] task_id ID for the current task.
+  /// \param[out] results A bitset that indicates each object has appeared or not.
+  /// \return Status.
+  virtual Status Wait(const std::vector<ObjectID> &object_ids, int num_objects,
+                      int64_t timeout_ms, const TaskID &task_id,
+                      std::vector<bool> *results) = 0;
+
+  /// Delete a list of objects from the object store.
+  ///
+  /// \param[in] object_ids IDs of the objects to delete.
+  /// \param[in] local_only Whether only delete the objects in local node, or all nodes in
+  /// the cluster.
+  /// \param[in] delete_creating_tasks Whether also delete the tasks that
+  /// created these objects. \return Status.
+  virtual Status Delete(const std::vector<ObjectID> &object_ids, bool local_only,
+                        bool delete_creating_tasks) = 0;
+};
+
+}  // namespace ray
+
+#endif  // RAY_CORE_WORKER_STORE_PROVIDER_H
diff --git a/src/ray/core_worker/task_execution.cc b/src/ray/core_worker/task_execution.cc
index fc22fce96c97..701ae3124c97 100644
--- a/src/ray/core_worker/task_execution.cc
+++ b/src/ray/core_worker/task_execution.cc
@@ -1,43 +1,54 @@
 #include "ray/core_worker/task_execution.h"
 #include "ray/core_worker/context.h"
 #include "ray/core_worker/core_worker.h"
+#include "ray/core_worker/transport/raylet_transport.h"
 
 namespace ray {
 
-Status CoreWorkerTaskExecutionInterface::Run(const TaskExecutor &executor) {
-  RAY_CHECK(core_worker_.is_initialized_);
+CoreWorkerTaskExecutionInterface::CoreWorkerTaskExecutionInterface(
+    CoreWorker &core_worker)
+    : core_worker_(core_worker) {
+  task_receivers.emplace(
+      static_cast<int>(TaskTransportType::RAYLET),
+      std::unique_ptr<CoreWorkerRayletTaskReceiver>(
+          new CoreWorkerRayletTaskReceiver(core_worker_.raylet_client_)));
+}
 
+Status CoreWorkerTaskExecutionInterface::Run(const TaskExecutor &executor) {
   while (true) {
-    std::unique_ptr<raylet::TaskSpecification> task_spec;
-    auto status = core_worker_.raylet_client_->GetTask(&task_spec);
+    std::vector<TaskSpec> tasks;
+    auto status =
+        task_receivers[static_cast<int>(TaskTransportType::RAYLET)]->GetTasks(&tasks);
     if (!status.ok()) {
-      RAY_LOG(ERROR) << "Get task failed with error: "
+      RAY_LOG(ERROR) << "Getting task failed with error: "
                      << ray::Status::IOError(status.message());
       return status;
     }
 
-    const auto &spec = *task_spec;
-    core_worker_.worker_context_.SetCurrentTask(spec);
+    for (const auto &task : tasks) {
+      const auto &spec = task.GetTaskSpecification();
+      core_worker_.worker_context_.SetCurrentTask(spec);
 
-    WorkerLanguage language = (spec.GetLanguage() == ::Language::JAVA)
-                                  ? WorkerLanguage::JAVA
-                                  : WorkerLanguage::PYTHON;
-    RayFunction func{language, spec.FunctionDescriptor()};
+      WorkerLanguage language = (spec.GetLanguage() == ::Language::JAVA)
+                                    ? WorkerLanguage::JAVA
+                                    : WorkerLanguage::PYTHON;
+      RayFunction func{language, spec.FunctionDescriptor()};
 
-    std::vector<std::shared_ptr<Buffer>> args;
-    RAY_CHECK_OK(BuildArgsForExecutor(spec, &args));
+      std::vector<std::shared_ptr<Buffer>> args;
+      RAY_CHECK_OK(BuildArgsForExecutor(spec, &args));
 
-    auto num_returns = spec.NumReturns();
-    if (spec.IsActorCreationTask() || spec.IsActorTask()) {
-      RAY_CHECK(num_returns > 0);
-      // Decrease to account for the dummy object id.
-      num_returns--;
-    }
+      auto num_returns = spec.NumReturns();
+      if (spec.IsActorCreationTask() || spec.IsActorTask()) {
+        RAY_CHECK(num_returns > 0);
+        // Decrease to account for the dummy object id.
+        num_returns--;
+      }
 
-    status = executor(func, args, spec.TaskId(), num_returns);
-    // TODO:
-    // 1. Check and handle failure.
-    // 2. Save or load checkpoint.
+      status = executor(func, args, spec.TaskId(), num_returns);
+      // TODO(zhijunfu):
+      // 1. Check and handle failure.
+      // 2. Save or load checkpoint.
+    }
   }
 
   // should never reach here.
diff --git a/src/ray/core_worker/task_execution.h b/src/ray/core_worker/task_execution.h
index e2fe2148a3ab..f4b44b9e131d 100644
--- a/src/ray/core_worker/task_execution.h
+++ b/src/ray/core_worker/task_execution.h
@@ -4,6 +4,7 @@
 #include "ray/common/buffer.h"
 #include "ray/common/status.h"
 #include "ray/core_worker/common.h"
+#include "ray/core_worker/transport/transport.h"
 
 namespace ray {
 
@@ -17,8 +18,7 @@ class TaskSpecification;
 /// execution.
 class CoreWorkerTaskExecutionInterface {
  public:
-  CoreWorkerTaskExecutionInterface(CoreWorker &core_worker) : core_worker_(core_worker) {}
-
+  CoreWorkerTaskExecutionInterface(CoreWorker &core_worker);
   /// The callback provided app-language workers that executes tasks.
   ///
   /// \param ray_function[in] Information about the function to execute.
@@ -46,6 +46,9 @@ class CoreWorkerTaskExecutionInterface {
 
   /// Reference to the parent CoreWorker instance.
   CoreWorker &core_worker_;
+
+  /// All the task task receivers supported.
+  std::unordered_map<int, std::unique_ptr<CoreWorkerTaskReceiver>> task_receivers;
 };
 
 }  // namespace ray
diff --git a/src/ray/core_worker/task_interface.cc b/src/ray/core_worker/task_interface.cc
index 00f15237f1c3..6a91bd6b2101 100644
--- a/src/ray/core_worker/task_interface.cc
+++ b/src/ray/core_worker/task_interface.cc
@@ -1,9 +1,19 @@
 #include "ray/core_worker/task_interface.h"
 #include "ray/core_worker/context.h"
 #include "ray/core_worker/core_worker.h"
+#include "ray/core_worker/task_interface.h"
+#include "ray/core_worker/transport/raylet_transport.h"
 
 namespace ray {
 
+CoreWorkerTaskInterface::CoreWorkerTaskInterface(CoreWorker &core_worker)
+    : core_worker_(core_worker) {
+  task_submitters_.emplace(
+      static_cast<int>(TaskTransportType::RAYLET),
+      std::unique_ptr<CoreWorkerRayletTaskSubmitter>(
+          new CoreWorkerRayletTaskSubmitter(core_worker_.raylet_client_)));
+}
+
 Status CoreWorkerTaskInterface::SubmitTask(const RayFunction &function,
                                            const std::vector<TaskArg> &args,
                                            const TaskOptions &task_options,
@@ -20,7 +30,7 @@ Status CoreWorkerTaskInterface::SubmitTask(const RayFunction &function,
   }
 
   auto task_arguments = BuildTaskArguments(args);
-  auto language = ToTaskLanguage(function.language);
+  auto language = core_worker_.ToTaskLanguage(function.language);
 
   ray::raylet::TaskSpecification spec(context.GetCurrentDriverID(),
                                       context.GetCurrentTaskID(), next_task_index,
@@ -28,7 +38,8 @@ Status CoreWorkerTaskInterface::SubmitTask(const RayFunction &function,
                                       language, function.function_descriptor);
 
   std::vector<ObjectID> execution_dependencies;
-  return core_worker_.raylet_client_->SubmitTask(execution_dependencies, spec);
+  TaskSpec task(std::move(spec), execution_dependencies);
+  return task_submitters_[static_cast<int>(TaskTransportType::RAYLET)]->SubmitTask(task);
 }
 
 Status CoreWorkerTaskInterface::CreateActor(
@@ -50,7 +61,7 @@ Status CoreWorkerTaskInterface::CreateActor(
   (*actor_handle)->SetActorCursor(return_ids[0]);
 
   auto task_arguments = BuildTaskArguments(args);
-  auto language = ToTaskLanguage(function.language);
+  auto language = core_worker_.ToTaskLanguage(function.language);
 
   // Note that the caller is supposed to specify required placement resources
   // correctly via actor_creation_options.resources.
@@ -62,7 +73,8 @@ Status CoreWorkerTaskInterface::CreateActor(
       function.function_descriptor);
 
   std::vector<ObjectID> execution_dependencies;
-  return core_worker_.raylet_client_->SubmitTask(execution_dependencies, spec);
+  TaskSpec task(std::move(spec), execution_dependencies);
+  return task_submitters_[static_cast<int>(TaskTransportType::RAYLET)]->SubmitTask(task);
 }
 
 Status CoreWorkerTaskInterface::SubmitActorTask(ActorHandle &actor_handle,
@@ -86,7 +98,7 @@ Status CoreWorkerTaskInterface::SubmitActorTask(ActorHandle &actor_handle,
       ObjectID::FromBinary(actor_handle.ActorID().Binary());
 
   auto task_arguments = BuildTaskArguments(args);
-  auto language = ToTaskLanguage(function.language);
+  auto language = core_worker_.ToTaskLanguage(function.language);
 
   std::vector<ActorHandleID> new_actor_handles;
   ray::raylet::TaskSpecification spec(
@@ -103,7 +115,9 @@ Status CoreWorkerTaskInterface::SubmitActorTask(ActorHandle &actor_handle,
   actor_handle.SetActorCursor(actor_cursor);
   actor_handle.ClearNewActorHandles();
 
-  auto status = core_worker_.raylet_client_->SubmitTask(execution_dependencies, spec);
+  TaskSpec task(std::move(spec), execution_dependencies);
+  auto status =
+      task_submitters_[static_cast<int>(TaskTransportType::RAYLET)]->SubmitTask(task);
 
   // remove cursor from return ids.
   (*return_ids).pop_back();
@@ -127,18 +141,4 @@ CoreWorkerTaskInterface::BuildTaskArguments(const std::vector<TaskArg> &args) {
   return task_arguments;
 }
 
-::Language CoreWorkerTaskInterface::ToTaskLanguage(WorkerLanguage language) {
-  switch (language) {
-  case ray::WorkerLanguage::JAVA:
-    return ::Language::JAVA;
-    break;
-  case ray::WorkerLanguage::PYTHON:
-    return ::Language::PYTHON;
-    break;
-  default:
-    RAY_LOG(FATAL) << "invalid language specified: " << static_cast<int>(language);
-    break;
-  }
-}
-
 }  // namespace ray
diff --git a/src/ray/core_worker/task_interface.h b/src/ray/core_worker/task_interface.h
index 2ec3b1329cbc..e59934f9b51d 100644
--- a/src/ray/core_worker/task_interface.h
+++ b/src/ray/core_worker/task_interface.h
@@ -7,6 +7,7 @@
 #include "ray/common/id.h"
 #include "ray/common/status.h"
 #include "ray/core_worker/common.h"
+#include "ray/core_worker/transport/transport.h"
 #include "ray/raylet/task.h"
 
 namespace ray {
@@ -65,11 +66,11 @@ class ActorHandle {
   int IncreaseTaskCounter() { return task_counter_++; }
 
   std::list<ray::ActorHandleID> GetNewActorHandle() {
-    // TODO: implement this.
+    // TODO(zhijunfu): implement this.
     return std::list<ray::ActorHandleID>();
   }
 
-  void ClearNewActorHandles() { /* TODO: implement this. */
+  void ClearNewActorHandles() { /* TODO(zhijunfu): implement this. */
   }
 
  private:
@@ -89,7 +90,7 @@ class ActorHandle {
 /// submission.
 class CoreWorkerTaskInterface {
  public:
-  CoreWorkerTaskInterface(CoreWorker &core_worker) : core_worker_(core_worker) {}
+  CoreWorkerTaskInterface(CoreWorker &core_worker);
 
   /// Submit a normal task.
   ///
@@ -137,11 +138,8 @@ class CoreWorkerTaskInterface {
   std::vector<std::shared_ptr<raylet::TaskArgument>> BuildTaskArguments(
       const std::vector<TaskArg> &args);
 
-  /// Translate from WorkLanguage to Language type (required by taks spec).
-  ///
-  /// \param[in] language Language for a task.
-  /// \return Translated task language.
-  ::Language ToTaskLanguage(WorkerLanguage language);
+  /// All the task submitters supported.
+  std::unordered_map<int, std::unique_ptr<CoreWorkerTaskSubmitter>> task_submitters_;
 };
 
 }  // namespace ray
diff --git a/src/ray/core_worker/transport/raylet_transport.cc b/src/ray/core_worker/transport/raylet_transport.cc
new file mode 100644
index 000000000000..14906acfe0bf
--- /dev/null
+++ b/src/ray/core_worker/transport/raylet_transport.cc
@@ -0,0 +1,32 @@
+
+#include "ray/core_worker/transport/raylet_transport.h"
+
+namespace ray {
+
+CoreWorkerRayletTaskSubmitter::CoreWorkerRayletTaskSubmitter(RayletClient &raylet_client)
+    : raylet_client_(raylet_client) {}
+
+Status CoreWorkerRayletTaskSubmitter::SubmitTask(const TaskSpec &task) {
+  return raylet_client_.SubmitTask(task.GetDependencies(), task.GetTaskSpecification());
+}
+
+CoreWorkerRayletTaskReceiver::CoreWorkerRayletTaskReceiver(RayletClient &raylet_client)
+    : raylet_client_(raylet_client) {}
+
+Status CoreWorkerRayletTaskReceiver::GetTasks(std::vector<TaskSpec> *tasks) {
+  std::unique_ptr<raylet::TaskSpecification> task_spec;
+  auto status = raylet_client_.GetTask(&task_spec);
+  if (!status.ok()) {
+    RAY_LOG(ERROR) << "Get task from raylet failed with error: "
+                   << ray::Status::IOError(status.message());
+    return status;
+  }
+
+  std::vector<ObjectID> dependencies;
+  RAY_CHECK((*tasks).empty());
+  (*tasks).emplace_back(*task_spec, dependencies);
+
+  return Status::OK();
+}
+
+}  // namespace ray
diff --git a/src/ray/core_worker/transport/raylet_transport.h b/src/ray/core_worker/transport/raylet_transport.h
new file mode 100644
index 000000000000..03bf82f29886
--- /dev/null
+++ b/src/ray/core_worker/transport/raylet_transport.h
@@ -0,0 +1,44 @@
+#ifndef RAY_CORE_WORKER_RAYLET_TRANSPORT_H
+#define RAY_CORE_WORKER_RAYLET_TRANSPORT_H
+
+#include <list>
+
+#include "ray/core_worker/transport/transport.h"
+#include "ray/raylet/raylet_client.h"
+
+namespace ray {
+
+/// In raylet task submitter and receiver, a task is submitted to raylet, and possibly
+/// gets forwarded to another raylet on which node the task should be executed, and
+/// then a worker on that node gets this task and starts executing it.
+
+class CoreWorkerRayletTaskSubmitter : public CoreWorkerTaskSubmitter {
+ public:
+  CoreWorkerRayletTaskSubmitter(RayletClient &raylet_client);
+
+  /// Submit a task for execution to raylet.
+  ///
+  /// \param[in] task The task spec to submit.
+  /// \return Status.
+  virtual Status SubmitTask(const TaskSpec &task) override;
+
+ private:
+  /// Raylet client.
+  RayletClient &raylet_client_;
+};
+
+class CoreWorkerRayletTaskReceiver : public CoreWorkerTaskReceiver {
+ public:
+  CoreWorkerRayletTaskReceiver(RayletClient &raylet_client);
+
+  // Get tasks for execution from raylet.
+  virtual Status GetTasks(std::vector<TaskSpec> *tasks) override;
+
+ private:
+  /// Raylet client.
+  RayletClient &raylet_client_;
+};
+
+}  // namespace ray
+
+#endif  // RAY_CORE_WORKER_RAYLET_TRANSPORT_H
diff --git a/src/ray/core_worker/transport/transport.h b/src/ray/core_worker/transport/transport.h
new file mode 100644
index 000000000000..44be74b989c7
--- /dev/null
+++ b/src/ray/core_worker/transport/transport.h
@@ -0,0 +1,41 @@
+#ifndef RAY_CORE_WORKER_TRANSPORT_H
+#define RAY_CORE_WORKER_TRANSPORT_H
+
+#include <list>
+
+#include "ray/common/buffer.h"
+#include "ray/common/id.h"
+#include "ray/common/status.h"
+#include "ray/core_worker/common.h"
+#include "ray/raylet/task_spec.h"
+
+namespace ray {
+
+/// Interfaces for task submitter and receiver. They are separate classes but should be
+/// used in pairs - one type of task submitter should be used together with task
+/// with the same type, so these classes are put together in this same file.
+///
+/// Task submitter/receiver should inherit from these classes and provide implementions
+/// for the methods. The actual task submitter/receiver can submit/get tasks via raylet,
+/// or directly to/from another worker.
+
+/// This class is responsible to submit tasks.
+class CoreWorkerTaskSubmitter {
+ public:
+  /// Submit a task for execution.
+  ///
+  /// \param[in] task The task spec to submit.
+  /// \return Status.
+  virtual Status SubmitTask(const TaskSpec &task) = 0;
+};
+
+/// This class receives tasks for execution.
+class CoreWorkerTaskReceiver {
+ public:
+  // Get tasks for execution.
+  virtual Status GetTasks(std::vector<TaskSpec> *tasks) = 0;
+};
+
+}  // namespace ray
+
+#endif  // RAY_CORE_WORKER_TRANSPORT_H
diff --git a/src/ray/test/run_core_worker_tests.sh b/src/ray/test/run_core_worker_tests.sh
index 104b19ff19cb..7668b92ac272 100644
--- a/src/ray/test/run_core_worker_tests.sh
+++ b/src/ray/test/run_core_worker_tests.sh
@@ -43,6 +43,3 @@ sleep 1s
 bazel run //:redis-cli -- -p 6379 shutdown
 bazel run //:redis-cli -- -p 6380 shutdown
 sleep 1s
-
-# Include raylet integration test once it's ready.
-# ./bazel-bin/object_manager_integration_test $STORE_EXEC