diff --git a/.bazelrc b/.bazelrc
index 066b0db10bc..396b84f70b3 100644
--- a/.bazelrc
+++ b/.bazelrc
@@ -174,6 +174,12 @@ build:mkl_opensource_only --define=tensorflow_mkldnn_contraction_kernel=0
 build:mkl_opensource_only --define=build_with_mkl_opensource=true
 build:mkl_opensource_only -c opt
 
+# Config setting to build with oneDNN for Arm.
+build:mkl_aarch64 --define=build_with_mkl_aarch64=true --define=enable_mkl=true
+build:mkl_aarch64 --define=tensorflow_mkldnn_contraction_kernel=0
+build:mkl_aarch64 --define=build_with_mkl_opensource=true
+build:mkl_aarch64 -c opt
+
 # This config refers to building with CUDA available. It does not necessarily
 # mean that we build CUDA op kernels.
 build:using_cuda --define=using_cuda=true
diff --git a/configure.py b/configure.py
index 5b9fd55b740..e381c8c20db 100644
--- a/configure.py
+++ b/configure.py
@@ -1485,6 +1485,7 @@ def main():
         'adding "--config=<>" to your build command. See .bazelrc for more '
         'details.')
   config_info_line('mkl', 'Build with MKL support.')
+  config_info_line('mkl_aarch64', 'Build with oneDNN support for Aarch64.')
   config_info_line('monolithic', 'Config for mostly static monolithic build.')
   config_info_line('ngraph', 'Build with Intel nGraph support.')
   config_info_line('numa', 'Build with NUMA support.')
diff --git a/third_party/mkl/BUILD b/third_party/mkl/BUILD
index 66a2bf8ceb9..c1c2c450e34 100644
--- a/third_party/mkl/BUILD
+++ b/third_party/mkl/BUILD
@@ -21,6 +21,14 @@ config_setting(
     visibility = ["//visibility:public"],
 )
 
+config_setting(
+    name = "build_with_mkl_aarch64",
+    define_values = {
+        "build_with_mkl_aarch64": "true",
+    },
+    visibility = ["//visibility:public"],
+)
+
 config_setting(
     name = "enable_mkl",
     define_values = {
diff --git a/third_party/mkl/build_defs.bzl b/third_party/mkl/build_defs.bzl
index 28bd262e61e..b3efa4d9ca7 100644
--- a/third_party/mkl/build_defs.bzl
+++ b/third_party/mkl/build_defs.bzl
@@ -91,6 +91,7 @@ def mkl_deps():
     """
     return select({
         "@org_tensorflow//third_party/mkl:build_with_mkl": ["@mkl_dnn_v1//:mkl_dnn"],
+        "@org_tensorflow//third_party/mkl:build_with_mkl_aarch64": ["@mkl_dnn_v1//:mkl_dnn_aarch64"],
         "//conditions:default": [],
     })
 
diff --git a/third_party/mkl_dnn/mkldnn_v1.BUILD b/third_party/mkl_dnn/mkldnn_v1.BUILD
index 0e6acc2fadd..3ac44913f1e 100644
--- a/third_party/mkl_dnn/mkldnn_v1.BUILD
+++ b/third_party/mkl_dnn/mkldnn_v1.BUILD
@@ -135,3 +135,36 @@ cc_library(
     ],
     visibility = ["//visibility:public"],
 )
+
+cc_library(
+    name = "mkl_dnn_aarch64",
+    srcs = glob([
+        "src/common/*.cpp",
+        "src/common/*.hpp",
+        "src/cpu/*.cpp",
+        "src/cpu/*.hpp",
+        "src/cpu/rnn/*.cpp",
+        "src/cpu/rnn/*.hpp",
+        "src/cpu/matmul/*.cpp",
+        "src/cpu/matmul/*.hpp",
+        "src/cpu/gemm/**/*",
+    ]) + [
+        ":dnnl_config_h",
+        ":dnnl_version_h",
+    ],
+    hdrs = glob(["include/*"]),
+    copts = [
+        "-fexceptions",
+        "-UUSE_MKL",
+        "-UUSE_CBLAS",
+    ],
+    includes = [
+        "include",
+        "src",
+        "src/common",
+        "src/cpu",
+        "src/cpu/gemm",
+    ],
+    linkopts = ["-lgomp"],
+    visibility = ["//visibility:public"],
+)
diff --git a/third_party/ngraph/ngraph.BUILD b/third_party/ngraph/ngraph.BUILD
index dfdd891b228..715148d38f6 100644
--- a/third_party/ngraph/ngraph.BUILD
+++ b/third_party/ngraph/ngraph.BUILD
@@ -118,6 +118,7 @@ cc_library(
         ":ngraph_headers",
         "@eigen_archive//:eigen",
         "@mkl_dnn_v1//:mkl_dnn",
+        "@mkl_dnn_v1//:mkl_dnn_aarch64",
         "@nlohmann_json_lib",
         "@tbb",
     ],