diff --git a/.github/workflows/build.yaml b/.github/workflows/build.yaml
index 86eeb1e17..8679cd61b 100644
--- a/.github/workflows/build.yaml
+++ b/.github/workflows/build.yaml
@@ -58,22 +58,23 @@ jobs:
       date: ${{ inputs.date }}
       sha: ${{ inputs.sha }}
   wheel-build:
-    runs-on: ubuntu-latest
-    container:
-      image: rapidsai/ci-conda:latest
-    defaults:
-      run:
-        shell: bash
-    steps:
-      - uses: actions/checkout@v3
-        with:
-          fetch-depth: 0
-      - name: Build wheel
-        run: ci/build_python_pypi.sh
-        env:
-          GH_TOKEN: ${{ github.token }}
-      - name: Publish distribution 📦 to PyPI
-        uses: pypa/gh-action-pypi-publish@release/v1
-        with:
-          password: ${{ secrets.RAPIDSAI_PYPI_TOKEN }}
-          skip-existing: true
+    secrets: inherit
+    uses: rapidsai/shared-workflows/.github/workflows/wheels-build.yaml@branch-24.02
+    with:
+      build_type: ${{ inputs.build_type || 'branch' }}
+      branch: ${{ inputs.branch }}
+      sha: ${{ inputs.sha }}
+      date: ${{ inputs.date }}
+      script: ci/build_wheel.sh
+      # Package is pure Python and only ever requires one build.
+      matrix_filter: map(select(.ARCH == "amd64" and .PY_VER == "3.10" and .CUDA_VER == "12.0.1"))
+  wheel-publish:
+    needs: wheel-build
+    secrets: inherit
+    uses: rapidsai/shared-workflows/.github/workflows/wheels-publish.yaml@branch-24.02
+    with:
+      build_type: ${{ inputs.build_type || 'branch' }}
+      branch: ${{ inputs.branch }}
+      sha: ${{ inputs.sha }}
+      date: ${{ inputs.date }}
+      package-name: dask-cuda
diff --git a/ci/build_python_pypi.sh b/ci/build_python_pypi.sh
deleted file mode 100755
index e177acf87..000000000
--- a/ci/build_python_pypi.sh
+++ /dev/null
@@ -1,42 +0,0 @@
-#!/bin/bash
-
-
-python -m pip install build --user
-
-
-version=$(rapids-generate-version)
-commit=$(git rev-parse HEAD)
-# While conda provides these during conda-build, they are also necessary during
-# the setup.py build for PyPI
-export GIT_DESCRIBE_TAG=$(git describe --abbrev=0 --tags)
-export GIT_DESCRIBE_NUMBER=$(git rev-list ${GIT_DESCRIBE_TAG}..HEAD --count)
-
-# Build date for PyPI pre-releases using version from `pyproject.toml` as source.
-TOML_VERSION=$(grep "version = .*" pyproject.toml | grep -o '".*"' | sed 's/"//g')
-if ! rapids-is-release-build; then
-  export PACKAGE_VERSION_NUMBER="${version}"
-fi
-
-# For nightlies we want to ensure that we're pulling in alphas as well. The
-# easiest way to do so is to augment the spec with a constraint containing a
-# min alpha version that doesn't affect the version bounds but does allow usage
-# of alpha versions for that dependency without --pre
-alpha_spec=''
-if ! rapids-is-release-build; then
-    alpha_spec=',>=0.0.0a0'
-fi
-
-sed -r -i "s/rapids-dask-dependency==(.*)\"/rapids-dask-dependency==\1${alpha_spec}\"/g" pyproject.toml
-
-echo "${version}" | tr -d '"' > VERSION
-sed -i "/^__git_commit__/ s/= .*/= \"${commit}\"/g" "dask_cuda/_version.py"
-
-# Compute/export RAPIDS_DATE_STRING
-source rapids-env-update
-
-
-python -m build \
-  --sdist \
-  --wheel \
-  --outdir dist/ \
-  .
diff --git a/ci/build_wheel.sh b/ci/build_wheel.sh
new file mode 100755
index 000000000..d57ea5bc2
--- /dev/null
+++ b/ci/build_wheel.sh
@@ -0,0 +1,18 @@
+#!/bin/bash
+# Copyright (c) 2023, NVIDIA CORPORATION.
+
+set -euo pipefail
+
+source rapids-configure-sccache
+source rapids-date-string
+
+package_name=dask-cuda
+package_dir="pip/${package_name}"
+version=$(rapids-generate-version)
+
+sed -i "s/^version = .*/version = \"${version}\"/g" "${package_dir}/pyproject.toml"
+
+cd "${package_dir}"
+python -m pip wheel . -w dist -vvv --no-deps --disable-pip-version-check
+
+RAPIDS_PY_WHEEL_NAME="${package_name}" rapids-upload-wheels-to-s3 dist