diff --git a/.github/workflows/build.yaml b/.github/workflows/build.yaml
index 55069b0f53..23a719f27f 100644
--- a/.github/workflows/build.yaml
+++ b/.github/workflows/build.yaml
@@ -68,27 +68,23 @@ jobs:
       sha: ${{ inputs.sha }}
   wheel-build-cuml:
     secrets: inherit
-    uses: rapidsai/shared-action-workflows/.github/workflows/wheels-manylinux-build.yml@branch-23.08
+    uses: rapidsai/shared-action-workflows/.github/workflows/wheels-build.yaml@branch-23.08
     with:
       build_type: ${{ inputs.build_type || 'branch' }}
       branch: ${{ inputs.branch }}
       sha: ${{ inputs.sha }}
       date: ${{ inputs.date }}
-      package-name: cuml
-      package-dir: python
-
+      script: ci/build_wheel.sh
       # Note that this approach to cloning repos obviates any modification to
       # the CMake variables in get_cumlprims_mg.cmake since CMake will just use
       # the clone as is.
       extra-repo: rapidsai/cumlprims_mg
       extra-repo-sha: branch-23.08
       extra-repo-deploy-key: CUMLPRIMS_SSH_PRIVATE_DEPLOY_KEY
-
-      skbuild-configure-options: "-DCUML_BUILD_WHEELS=ON -DDETECT_CONDA_ENV=OFF -DDISABLE_DEPRECATION_WARNINGS=ON -DCPM_cumlprims_mg_SOURCE=${GITHUB_WORKSPACE}/python/cumlprims_mg/"
   wheel-publish-cuml:
     needs: wheel-build-cuml
     secrets: inherit
-    uses: rapidsai/shared-action-workflows/.github/workflows/wheels-manylinux-publish.yml@branch-23.08
+    uses: rapidsai/shared-action-workflows/.github/workflows/wheels-publish.yaml@branch-23.08
     with:
       build_type: ${{ inputs.build_type || 'branch' }}
       branch: ${{ inputs.branch }}
diff --git a/.github/workflows/pr.yaml b/.github/workflows/pr.yaml
index 894d88a223..b12dced1d7 100644
--- a/.github/workflows/pr.yaml
+++ b/.github/workflows/pr.yaml
@@ -95,26 +95,17 @@ jobs:
   wheel-build-cuml:
     needs: checks
     secrets: inherit
-    uses: rapidsai/shared-action-workflows/.github/workflows/wheels-manylinux-build.yml@branch-23.08
+    uses: rapidsai/shared-action-workflows/.github/workflows/wheels-build.yaml@branch-23.08
     with:
       build_type: pull-request
-      package-name: cuml
-      package-dir: python
+      script: ci/build_wheel.sh
       extra-repo: rapidsai/cumlprims_mg
       extra-repo-sha: branch-23.02
       extra-repo-deploy-key: CUMLPRIMS_SSH_PRIVATE_DEPLOY_KEY
-      skbuild-configure-options: "-DCUML_BUILD_WHEELS=ON -DDETECT_CONDA_ENV=OFF -DDISABLE_DEPRECATION_WARNINGS=ON -DCPM_cumlprims_mg_SOURCE=${GITHUB_WORKSPACE}/python/cumlprims_mg/"
   wheel-tests-cuml:
     needs: wheel-build-cuml
     secrets: inherit
-    uses: rapidsai/shared-action-workflows/.github/workflows/wheels-manylinux-test.yml@branch-23.08
+    uses: rapidsai/shared-action-workflows/.github/workflows/wheels-test.yaml@branch-23.08
     with:
       build_type: pull-request
-      package-name: cuml
-      # Always want to test against latest dask/distributed.
-      test-before-amd64: "pip install git+https://github.com/dask/dask.git@main git+https://github.com/dask/distributed.git@main git+https://github.com/rapidsai/dask-cuda.git@branch-23.08"
-      # On arm also need to install CMake because treelite needs to be compiled (no wheels available for arm).
-      test-before-arm64: "pip install cmake && pip install git+https://github.com/dask/dask.git@main git+https://github.com/dask/distributed.git@main git+https://github.com/rapidsai/dask-cuda.git@branch-23.08"
-      # parallelization is based on current test memory usage
-      test-unittest: "python -m pytest ./python/cuml/tests -k 'not test_sparse_pca_inputs' -n 8 --ignore=python/cuml/tests/dask && python -m pytest ./python/cuml/tests -k 'test_sparse_pca_inputs' && python -m pytest ./python/cuml/tests/dask"
-      test-smoketest: "python ci/wheel_smoke_test_cuml.py"
+      script: ci/test_wheel.sh
diff --git a/.github/workflows/test.yaml b/.github/workflows/test.yaml
index c460ac3fcd..74314aaa36 100644
--- a/.github/workflows/test.yaml
+++ b/.github/workflows/test.yaml
@@ -42,15 +42,10 @@ jobs:
       test_script: "ci/test_python_dask.sh"
   wheel-tests-cuml:
     secrets: inherit
-    uses: rapidsai/shared-action-workflows/.github/workflows/wheels-manylinux-test.yml@branch-23.08
+    uses: rapidsai/shared-action-workflows/.github/workflows/wheels-test.yaml@branch-23.08
     with:
       build_type: nightly
       branch: ${{ inputs.branch }}
       date: ${{ inputs.date }}
       sha: ${{ inputs.sha }}
-      package-name: cuml
-      test-before-amd64: "pip install git+https://github.com/dask/dask.git@main git+https://github.com/dask/distributed.git@main git+https://github.com/rapidsai/dask-cuda.git@branch-23.08"
-      # On arm also need to install CMake because treelite needs to be compiled (no wheels available for arm).
-      test-before-arm64: "pip install cmake && pip install git+https://github.com/dask/dask.git@main git+https://github.com/dask/distributed.git@main git+https://github.com/rapidsai/dask-cuda.git@branch-23.08"
-      # parallelization is based on current test memory usage
-      test-unittest: "python -m pytest ./python/cuml/tests -k 'not test_sparse_pca_inputs' -n 8 --ignore=python/cuml/tests/dask && python -m pytest ./python/cuml/tests -k 'test_sparse_pca_inputs' && python -m pytest ./python/cuml/tests/dask"
+      script: ci/test_wheel.sh
diff --git a/ci/build_wheel.sh b/ci/build_wheel.sh
new file mode 100755
index 0000000000..979a17014b
--- /dev/null
+++ b/ci/build_wheel.sh
@@ -0,0 +1,31 @@
+#!/bin/bash
+# Copyright (c) 2023, NVIDIA CORPORATION.
+
+set -euo pipefail
+
+source rapids-configure-sccache
+source rapids-date-string
+
+# Use gha-tools rapids-pip-wheel-version to generate wheel version then
+# update the necessary files
+version_override="$(rapids-pip-wheel-version ${RAPIDS_DATE_STRING})"
+
+RAPIDS_PY_CUDA_SUFFIX="$(rapids-wheel-ctk-name-gen ${RAPIDS_CUDA_VERSION})"
+
+ci/release/apply_wheel_modifications.sh ${version_override} "-${RAPIDS_PY_CUDA_SUFFIX}"
+echo "The package name and/or version was modified in the package source. The git diff is:"
+git diff
+
+cd python/
+
+SKBUILD_CONFIGURE_OPTIONS="-DCUML_BUILD_WHEELS=ON -DDETECT_CONDA_ENV=OFF -DDISABLE_DEPRECATION_WARNINGS=ON -DCPM_cumlprims_mg_SOURCE=${GITHUB_WORKSPACE}/cumlprims_mg/" \
+  python -m pip wheel . \
+    -w dist \
+    -vvv \
+    --no-deps \
+    --disable-pip-version-check
+
+mkdir -p final_dist
+python -m auditwheel repair -w final_dist dist/*
+
+RAPIDS_PY_WHEEL_NAME="cuml_${RAPIDS_PY_CUDA_SUFFIX}" rapids-upload-wheels-to-s3 final_dist
diff --git a/ci/test_wheel.sh b/ci/test_wheel.sh
new file mode 100755
index 0000000000..eef8e831c5
--- /dev/null
+++ b/ci/test_wheel.sh
@@ -0,0 +1,26 @@
+#!/bin/bash
+# Copyright (c) 2023, NVIDIA CORPORATION.
+
+set -euo pipefail
+
+mkdir -p ./dist
+RAPIDS_PY_CUDA_SUFFIX="$(rapids-wheel-ctk-name-gen ${RAPIDS_CUDA_VERSION})"
+RAPIDS_PY_WHEEL_NAME="cuml_${RAPIDS_PY_CUDA_SUFFIX}" rapids-download-wheels-from-s3 ./dist
+
+# On arm also need to install CMake because treelite needs to be compiled (no wheels available for arm).
+if [[ "$(arch)" == "aarch64" ]]; then
+    python -m pip install cmake
+fi
+
+# Always install latest dask for testing
+python -m pip install git+https://github.com/dask/dask.git@main git+https://github.com/dask/distributed.git@main git+https://github.com/rapidsai/dask-cuda.git@branch-23.08
+
+# echo to expand wildcard before adding `[extra]` requires for pip
+python -m pip install $(echo ./dist/cuml*.whl)[test]
+
+# Run smoke tests for aarch64 pull requests
+if [[ "$(arch)" == "aarch64" && "${RAPIDS_BUILD_TYPE}" == "pull-request" ]]; then
+    python ci/wheel_smoke_test_cuml.py
+else
+    python -m pytest ./python/cuml/tests -k 'not test_sparse_pca_inputs' -n 8 --ignore=python/cuml/tests/dask && python -m pytest ./python/cuml/tests -k 'test_sparse_pca_inputs' && python -m pytest ./python/cuml/tests/dask
+fi