diff --git a/cmake/external/dnnl.cmake b/cmake/external/dnnl.cmake
index 175ad41b6f..8c3ba11491 100644
--- a/cmake/external/dnnl.cmake
+++ b/cmake/external/dnnl.cmake
@@ -26,6 +26,14 @@ elseif(onnxruntime_USE_DNNL AND onnxruntime_DNNL_GPU_RUNTIME STREQUAL "ocl" AND
 endif()
 
 if (onnxruntime_USE_DNNL)
+# https://oneapi-src.github.io/oneDNN/dev_guide_transition_to_dnnl.html
+find_package(dnnl CONFIG)
+if (TARGET DNNL::dnnl)
+  message(STATUS "DNNL version: ${dnnl_VERSION}")
+  add_library(project_dnnl INTERFACE)
+  add_library(dnnl INTERFACE)
+  target_link_libraries(dnnl INTERFACE DNNL::dnnl)
+else ()
   set(DNNL_SOURCE ${CMAKE_CURRENT_BINARY_DIR}/dnnl/src/dnnl/src)
   set(DNNL_INSTALL ${CMAKE_CURRENT_BINARY_DIR}/dnnl/install)
   set(DNNL_LIB_DIR ${DNNL_INSTALL}/${CMAKE_INSTALL_LIBDIR})
@@ -55,3 +66,4 @@ if (onnxruntime_USE_DNNL)
   )
   link_directories(${DNNL_LIB_DIR})
 endif()
+endif()
diff --git a/cmake/onnxruntime_python.cmake b/cmake/onnxruntime_python.cmake
index c24b6b9be5..11696cd761 100644
--- a/cmake/onnxruntime_python.cmake
+++ b/cmake/onnxruntime_python.cmake
@@ -795,7 +795,7 @@ if (onnxruntime_ENABLE_TRAINING)
   endif()
 endif()
 
-if (onnxruntime_USE_DNNL)
+if (onnxruntime_USE_DNNL AND NOT TARGET DNNL::dnnl)
   add_custom_command(
     TARGET onnxruntime_pybind11_state POST_BUILD
     COMMAND ${CMAKE_COMMAND} -E copy
diff --git a/cmake/onnxruntime_unittests.cmake b/cmake/onnxruntime_unittests.cmake
index 00c017298c..1861e1a7ad 100644
--- a/cmake/onnxruntime_unittests.cmake
+++ b/cmake/onnxruntime_unittests.cmake
@@ -867,10 +867,12 @@ if (NOT onnxruntime_ENABLE_TRAINING_TORCH_INTEROP)
       target_compile_definitions(onnxruntime_test_all PUBLIC -DDNNL_GPU_RUNTIME=OCL)
     endif()
     list(APPEND onnx_test_libs dnnl)
+    if (NOT TARGET DNNL::dnnl)
     add_custom_command(
       TARGET ${test_data_target} POST_BUILD
       COMMAND ${CMAKE_COMMAND} -E copy ${DNNL_DLL_PATH} $<TARGET_FILE_DIR:${test_data_target}>
       )
+    endif()
   endif()
   if(WIN32)
     if (onnxruntime_USE_TVM)