diff --git a/ci/release/update-version.sh b/ci/release/update-version.sh
index fcc52922f..01450d8bf 100755
--- a/ci/release/update-version.sh
+++ b/ci/release/update-version.sh
@@ -32,6 +32,7 @@ function sed_runner() {
 sed_runner 's/'"  VERSION .*"'/'"  VERSION ${NEXT_FULL_TAG}"'/g' CMakeLists.txt
 sed_runner 's/'"rmm_version .*)"'/'"rmm_version ${NEXT_FULL_TAG})"'/g' python/CMakeLists.txt
 sed_runner 's/'"branch-.*\/RAPIDS.cmake"'/'"branch-${NEXT_SHORT_TAG}\/RAPIDS.cmake"'/g' CMakeLists.txt
+sed_runner 's/'"branch-.*\/RAPIDS.cmake"'/'"branch-${NEXT_SHORT_TAG}\/RAPIDS.cmake"'/g' python/CMakeLists.txt
 
 sed_runner 's/'"PROJECT_NUMBER         = .*"'/'"PROJECT_NUMBER         = ${NEXT_SHORT_TAG}"'/g' doxygen/Doxyfile
 
diff --git a/python/CMakeLists.txt b/python/CMakeLists.txt
index cb12813f9..8caafd917 100644
--- a/python/CMakeLists.txt
+++ b/python/CMakeLists.txt
@@ -16,9 +16,9 @@ cmake_minimum_required(VERSION 3.20.1 FATAL_ERROR)
 
 set(rmm_version 22.06.00)
 
-set(CYTHON_FLAGS
-    "--directive binding=True,embedsignature=True,always_allow_keywords=True"
-    CACHE STRING "The directives for Cython compilation.")
+file(DOWNLOAD https://raw.githubusercontent.com/rapidsai/rapids-cmake/branch-22.06/RAPIDS.cmake
+     ${CMAKE_BINARY_DIR}/RAPIDS.cmake)
+include(${CMAKE_BINARY_DIR}/RAPIDS.cmake)
 
 project(
   rmm-python
@@ -27,38 +27,29 @@ project(
             # language to be enabled here. The test project that is built in scikit-build to verify
             # various linking options for the python library is hardcoded to build with C, so until
             # that is fixed we need to keep C.
-            C
-            CXX
-            # TODO: The C++ RMM CMake configuration targets cuda_std_17 features, which prior to
-            # CMake 3.22 will also pull in the corresponding required languages even if this project
-            # does not actually require those languages. As a result, we need to include CUDA here.
-            # We can remove CUDA once we upgrade the minimum required CMake version to 3.22.
-            CUDA)
+            C CXX)
 
 option(FIND_RMM_CPP "Search for existing RMM C++ installations before defaulting to local files"
        OFF)
 
-find_package(PythonExtensions REQUIRED)
-find_package(Cython REQUIRED)
-
-# Ignore unused variable warning.
-set(ignored_variable "${SKBUILD}")
-
-# If the user requested it we attempt to find RMM. TODO: Should we allow the user to specify a path
-# instead of just searching? This version assumes that the installation has been appropriately
-# configured for CMake discovery.
+# If the user requested it we attempt to find RMM.
 if(FIND_RMM_CPP)
-  find_package(RMM ${rmm_version})
+  find_package(rmm ${rmm_version})
 else()
-  set(RMM_FOUND OFF)
+  set(rmm_FOUND OFF)
 endif()
 
-if(NOT RMM_FOUND)
+if(NOT rmm_FOUND)
+  # TODO: This will not be necessary once we upgrade to CMake 3.22, which will pull in the required
+  # languages for the C++ project even if this project does not require those languges.
+  enable_language(CUDA)
   set(BUILD_TESTS OFF)
   set(BUILD_BENCHMARKS OFF)
   add_subdirectory(../ rmm-cpp)
 endif()
 
-add_subdirectory(cmake)
+include(rapids-cython)
+rapids_cython_init()
+
 add_subdirectory(rmm/_cuda)
 add_subdirectory(rmm/_lib)
diff --git a/python/cmake/CMakeLists.txt b/python/cmake/CMakeLists.txt
deleted file mode 100644
index 9469891ae..000000000
--- a/python/cmake/CMakeLists.txt
+++ /dev/null
@@ -1,16 +0,0 @@
-# =============================================================================
-# Copyright (c) 2022, NVIDIA CORPORATION.
-#
-# Licensed 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(rmm_python_helpers.cmake)
-include(skbuild_patches.cmake)
diff --git a/python/cmake/rmm_python_helpers.cmake b/python/cmake/rmm_python_helpers.cmake
deleted file mode 100644
index 91f0a5a17..000000000
--- a/python/cmake/rmm_python_helpers.cmake
+++ /dev/null
@@ -1,48 +0,0 @@
-# =============================================================================
-# Copyright (c) 2022, NVIDIA CORPORATION.
-#
-# Licensed 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.
-# =============================================================================
-
-#[=======================================================================[.rst:
-add_cython_modules
-------------------
-
-Generate C(++) from Cython and create Python modules.
-
-.. code-block:: cmake
-
-  add_cython_modules(<ModuleName...>)
-
-Creates a Cython target for a module, then adds a corresponding Python
-extension module.
-
-``ModuleName``
-  The list of modules to build.
-
-#]=======================================================================]
-function(add_cython_modules cython_modules)
-  foreach(cython_module ${cython_modules})
-    add_cython_target(${cython_module} CXX PY3)
-    add_library(${cython_module} MODULE ${cython_module})
-    python_extension_module(${cython_module})
-
-    # To avoid libraries being prefixed with "lib".
-    set_target_properties(${cython_module} PROPERTIES PREFIX "")
-    target_link_libraries(${cython_module} rmm::rmm)
-
-    # Compute the install directory relative to the source and rely on installs being relative to
-    # the CMAKE_PREFIX_PATH for e.g. editable installs.
-    cmake_path(RELATIVE_PATH CMAKE_CURRENT_SOURCE_DIR BASE_DIRECTORY ${rmm-python_SOURCE_DIR}
-               OUTPUT_VARIABLE install_dst)
-    install(TARGETS ${cython_module} DESTINATION ${install_dst})
-  endforeach(cython_module ${cython_sources})
-endfunction()
diff --git a/python/cmake/skbuild_patches.cmake b/python/cmake/skbuild_patches.cmake
deleted file mode 100644
index 6302e9e2f..000000000
--- a/python/cmake/skbuild_patches.cmake
+++ /dev/null
@@ -1,48 +0,0 @@
-# =============================================================================
-# Copyright (c) 2022, NVIDIA CORPORATION.
-#
-# Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except
-# in compliance with the License. You may obtain a copy of the License at
-#
-# http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software distributed under the License
-# is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express
-# or implied. See the License for the specific language governing permissions and limitations under
-# the License.
-# =============================================================================
-
-#[=======================================================================[.rst:
-_set_python_extension_symbol_visibility
----------------------------------------
-
-The original version of this function in scikit-build runs a linker script to
-modify the visibility of symbols. This version is a patch to avoid overwriting
-the visibility of symbols because RMM specifically overrides some symbol
-visibility in order to share certain functional-local static variables.
-
-#]=======================================================================]
-# TODO: Should we guard this based on a scikit-build version? Override this function to avoid
-# scikit-build clobbering symbol visibility.
-function(_set_python_extension_symbol_visibility _target)
-  if(PYTHON_VERSION_MAJOR VERSION_GREATER 2)
-    set(_modinit_prefix "PyInit_")
-  else()
-    set(_modinit_prefix "init")
-  endif()
-  message("_modinit_prefix:${_modinit_prefix}")
-  if("${CMAKE_C_COMPILER_ID}" STREQUAL "MSVC")
-    set_target_properties(${_target} PROPERTIES LINK_FLAGS "/EXPORT:${_modinit_prefix}${_target}")
-  elseif("${CMAKE_C_COMPILER_ID}" STREQUAL "GNU" AND NOT ${CMAKE_SYSTEM_NAME} MATCHES "Darwin")
-    set(_script_path ${CMAKE_CURRENT_BINARY_DIR}/CMakeFiles/${_target}-version-script.map)
-    file(
-      WRITE ${_script_path}
-      # Note: The change is to this script, which does not indiscriminately mark all non PyInit
-      # symbols as local.
-      "{global: ${_modinit_prefix}${_target}; };")
-    set_property(
-      TARGET ${_target}
-      APPEND_STRING
-      PROPERTY LINK_FLAGS " -Wl,--version-script=\"${_script_path}\"")
-  endif()
-endfunction()
diff --git a/python/rmm/_cuda/CMakeLists.txt b/python/rmm/_cuda/CMakeLists.txt
index 16489dde5..1f17b0d2c 100644
--- a/python/rmm/_cuda/CMakeLists.txt
+++ b/python/rmm/_cuda/CMakeLists.txt
@@ -12,8 +12,8 @@
 # the License.
 # =============================================================================
 
-# Set the list of Cython files to build
-set(cython_modules stream)
+set(cython_sources stream.pyx)
+set(linked_libraries rmm::rmm)
 
-# Build all of the Cython targets
-add_cython_modules("${cython_modules}")
+rapids_cython_create_modules(SOURCE_FILES "${cython_sources}" LINKED_LIBRARIES "${linked_libraries}"
+                                                                               CXX)
diff --git a/python/rmm/_lib/CMakeLists.txt b/python/rmm/_lib/CMakeLists.txt
index 954af9331..44f4513b2 100644
--- a/python/rmm/_lib/CMakeLists.txt
+++ b/python/rmm/_lib/CMakeLists.txt
@@ -12,8 +12,9 @@
 # the License.
 # =============================================================================
 
-# Set the list of Cython files to build
-set(cython_modules device_buffer lib memory_resource cuda_stream)
+set(cython_sources device_buffer.pyx lib.pyx memory_resource.pyx cuda_stream.pyx)
+set(linked_libraries rmm::rmm)
 
 # Build all of the Cython targets
-add_cython_modules("${cython_modules}")
+rapids_cython_create_modules(SOURCE_FILES "${cython_sources}" LINKED_LIBRARIES "${linked_libraries}"
+                                                                               CXX)
diff --git a/python/setup.py b/python/setup.py
index 106a22f90..7cbc92638 100644
--- a/python/setup.py
+++ b/python/setup.py
@@ -34,6 +34,6 @@
         )
     },
     cmdclass=versioneer.get_cmdclass(),
-    install_requires=["numba", "cython", "cuda-python"],
+    install_requires=["numba", "cuda-python"],
     zip_safe=False,
 )