diff --git a/cpp-package/example/test_ndarray_copy.cpp b/cpp-package/example/test_ndarray_copy.cpp
new file mode 100644
index 000000000000..a3b3011993fa
--- /dev/null
+++ b/cpp-package/example/test_ndarray_copy.cpp
@@ -0,0 +1,62 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *   http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing,
+ * software distributed under the License is distributed on an
+ * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+ * KIND, either express or implied.  See the License for the
+ * specific language governing permissions and limitations
+ * under the License.
+ * 
+ */
+#include <vector>
+#include "mxnet/c_api.h"
+#include "dmlc/logging.h"
+#include "mxnet-cpp/MxNetCpp.h"
+using namespace mxnet::cpp;
+
+enum TypeFlag {
+  kFloat32 = 0,
+  kFloat64 = 1,
+  kFloat16 = 2,
+  kUint8 = 3,
+  kInt32 = 4,
+  kInt8  = 5,
+  kInt64 = 6,
+};
+
+/*
+ * The file is used for testing if there exist type inconsistency
+ * when using Copy API to create a new NDArray.
+ * By running: build/test_ndarray.
+ */
+int main(int argc, char** argv) {
+    std::vector<mx_uint> shape1{128, 2, 32};
+    Shape shape2(32, 8, 64);
+
+    int gpu_count = 0;
+    if (MXGetGPUCount(&gpu_count) != 0) {
+      LOG(ERROR) << "MXGetGPUCount failed";
+      return -1;
+    }
+
+    Context context = (gpu_count > 0) ? Context::gpu() : Context::cpu();
+
+    NDArray src1(shape1, context, true, kFloat16);
+    NDArray src2(shape2, context, false, kInt8);
+    NDArray dst1, dst2;
+    dst1 = src1.Copy(context);
+    dst2 = src2.Copy(context);
+    NDArray::WaitAll();
+    CHECK_EQ(src1.GetDType(), dst1.GetDType());
+    CHECK_EQ(src2.GetDType(), dst2.GetDType());
+    return 0;
+}
diff --git a/cpp-package/include/mxnet-cpp/ndarray.h b/cpp-package/include/mxnet-cpp/ndarray.h
index 6f37d91aa68e..7953b61393fe 100644
--- a/cpp-package/include/mxnet-cpp/ndarray.h
+++ b/cpp-package/include/mxnet-cpp/ndarray.h
@@ -131,18 +131,21 @@ class NDArray {
   /*!
   * \brief construct a new dynamic NDArray
   * \param shape the shape of array
-  * \param constext context of NDArray
+  * \param context context of NDArray
   * \param delay_alloc whether delay the allocation
+  * \param dtype data type of NDArray
   */
   NDArray(const std::vector<mx_uint> &shape, const Context &context,
-          bool delay_alloc = true);
+          bool delay_alloc = true, int dtype = 0);
   /*!
   * \brief construct a new dynamic NDArray
   * \param shape the shape of array
   * \param constext context of NDArray
   * \param delay_alloc whether delay the allocation
+  * \param dtype data type of NDArray
   */
-  NDArray(const Shape &shape, const Context &context, bool delay_alloc = true);
+  NDArray(const Shape &shape, const Context &context,
+          bool delay_alloc = true, int dtype = 0);
   NDArray(const mx_float *data, size_t size);
   /*!
   * \brief construct a new dynamic NDArray
diff --git a/cpp-package/include/mxnet-cpp/ndarray.hpp b/cpp-package/include/mxnet-cpp/ndarray.hpp
index d0438305a62e..283fff1a3b92 100644
--- a/cpp-package/include/mxnet-cpp/ndarray.hpp
+++ b/cpp-package/include/mxnet-cpp/ndarray.hpp
@@ -47,17 +47,18 @@ inline NDArray::NDArray(const NDArrayHandle &handle) {
   blob_ptr_ = std::make_shared<NDBlob>(handle);
 }
 inline NDArray::NDArray(const std::vector<mx_uint> &shape, const Context &context,
-                        bool delay_alloc) {
+                        bool delay_alloc, int dtype) {
   NDArrayHandle handle;
-  CHECK_EQ(MXNDArrayCreate(shape.data(), shape.size(), context.GetDeviceType(),
-                           context.GetDeviceId(), delay_alloc, &handle),
+  CHECK_EQ(MXNDArrayCreateEx(shape.data(), shape.size(), context.GetDeviceType(),
+                             context.GetDeviceId(), delay_alloc, dtype, &handle),
            0);
   blob_ptr_ = std::make_shared<NDBlob>(handle);
 }
-inline NDArray::NDArray(const Shape &shape, const Context &context, bool delay_alloc) {
+inline NDArray::NDArray(const Shape &shape, const Context &context,
+                        bool delay_alloc, int dtype) {
   NDArrayHandle handle;
-  CHECK_EQ(MXNDArrayCreate(shape.data(), shape.ndim(), context.GetDeviceType(),
-                           context.GetDeviceId(), delay_alloc, &handle),
+  CHECK_EQ(MXNDArrayCreateEx(shape.data(), shape.ndim(), context.GetDeviceType(),
+                             context.GetDeviceId(), delay_alloc, dtype, &handle),
            0);
   blob_ptr_ = std::make_shared<NDBlob>(handle);
 }
@@ -208,7 +209,7 @@ inline void NDArray::SyncCopyToCPU(std::vector<mx_float> *data, size_t size) {
   MXNDArraySyncCopyToCPU(blob_ptr_->handle_, data->data(), size);
 }
 inline NDArray NDArray::Copy(const Context &ctx) const {
-  NDArray ret(GetShape(), ctx);
+  NDArray ret(GetShape(), ctx, true, this->GetDType());
   Operator("_copyto")(*this).Invoke(ret);
   return ret;
 }
diff --git a/cpp-package/tests/ci_test.sh b/cpp-package/tests/ci_test.sh
index 2d1f8e4f68e6..ef7fceacfd6e 100755
--- a/cpp-package/tests/ci_test.sh
+++ b/cpp-package/tests/ci_test.sh
@@ -57,6 +57,9 @@ cp ../../build/cpp-package/example/test_kvstore .
 cp ../../build/cpp-package/example/test_score .
 ./test_score 0.93
 
+cp ../../build/cpp-package/example/test_ndarray_copy .
+./test_ndarray_copy
+
 sh unittests/unit_test_mlp_csv.sh
 
 cd inference