diff --git a/.github/workflows/python_wheels_winarm64.yml b/.github/workflows/python_wheels_winarm64.yml
index d3a92f8e9eb8..c1f8f28cfe89 100644
--- a/.github/workflows/python_wheels_winarm64.yml
+++ b/.github/workflows/python_wheels_winarm64.yml
@@ -1,4 +1,4 @@
-name: Build Python wheels targeting Windows ARM64
+name: Windows aarch64
 
 on:
   push:
@@ -61,6 +61,13 @@ jobs:
           $wheelFile = Get-ChildItem wheelhouse/*.whl | Select-Object -First 1 -ExpandProperty FullName
           python -m wheel tags --python-tag py3 --abi-tag none --platform win_arm64 --remove $wheelFile
 
+      - name: Upload Python wheel xgboost as workflow artifact
+        uses: actions/upload-artifact@v7.0.1
+        with:
+          name: python-wheel-win-arm64-xgboost
+          path: python-package/wheelhouse/xgboost-*.whl
+          retention-days: 1
+
       - name: Upload Python wheel xgboost
         if: github.ref == 'refs/heads/master' || contains(github.ref, 'refs/heads/release_')
         run: |
@@ -98,3 +105,34 @@ jobs:
         env:
           AWS_ACCESS_KEY_ID: ${{ secrets.AWS_ACCESS_KEY_ID_IAM_S3_UPLOADER }}
           AWS_SECRET_ACCESS_KEY: ${{ secrets.AWS_SECRET_ACCESS_KEY_IAM_S3_UPLOADER }}
+
+  test-python-wheel-Win-ARM64:
+    name: Test xgboost wheel for Windows ARM64
+    needs: python-wheels-Win-ARM64
+    runs-on: windows-11-arm
+    steps:
+      - uses: actions/checkout@v7.0.1
+
+      - name: Setup Python
+        uses: actions/setup-python@v7.0.0
+        with:
+          python-version: '3.12'
+
+      - name: Install test dependencies
+        run: python -m pip install hypothesis pytest scikit-learn pandas
+
+      - name: Download Python wheel
+        uses: actions/download-artifact@v8.0.1
+        with:
+          name: python-wheel-win-arm64-xgboost
+          path: wheelhouse
+
+      - name: Install Python wheel
+        run: |
+          $wheelFile = Get-ChildItem wheelhouse/*.whl | Select-Object -First 1 -ExpandProperty FullName
+          python -m pip install -v $wheelFile
+          python -c "import xgboost; print(xgboost.build_info())"
+
+      - name: Run Python tests
+        run: |
+          python -m pytest -v -s -rxXs --durations=0 tests/python/test_basic.py
diff --git a/doc/install.rst b/doc/install.rst
index acf524f7d506..4100add0167f 100644
--- a/doc/install.rst
+++ b/doc/install.rst
@@ -16,7 +16,7 @@ Stable Release
 Python
 ------
 
-Pre-built binary wheels are uploaded to PyPI (Python Package Index) for each release. Supported platforms are Linux (x86_64, aarch64), Windows (x86_64) and MacOS (x86_64, Apple Silicon). In addition the ``xgboost-cpu`` windows package supports aarch64.
+Pre-built binary wheels are uploaded to PyPI (Python Package Index) for each release. Supported platforms are Linux (x86_64, aarch64), Windows (x86_64, aarch64) and MacOS (x86_64, Apple Silicon).
 
 .. code-block:: bash
 
@@ -44,7 +44,7 @@ Capabilities of binary wheels for each platform:
 +=====================+=========+======================+
 | Linux x86_64        | |tick|  |  |tick|              |
 +---------------------+---------+----------------------+
-| Linux aarch64       | |tick|  |  |cross|             |
+| Linux aarch64       | |tick|  |  |tick|              |
 +---------------------+---------+----------------------+
 | MacOS x86_64        | |cross| |  |cross|             |
 +---------------------+---------+----------------------+
@@ -55,10 +55,9 @@ Capabilities of binary wheels for each platform:
 | Windows aarch64     | |cross| |  |cross|             |
 +---------------------+---------+----------------------+
 
-Linux aarch64 wheels now ship with CUDA support, so ``pip install xgboost`` on
-modern Jetson or Graviton machines provides the same GPU functionality as the
-Linux x86_64 wheel. Multi-node and multi-GPU training remain experimental on
-ARM64 at this time.
+Linux aarch64 wheels now ship with CUDA support, so ``pip install xgboost`` on modern
+Jetson or Graviton machines provides the same GPU functionality as the Linux x86_64
+wheel.
 
 .. _wheel-cuda:
 
diff --git a/ops/conda_env/macos_cpu_test.yml b/ops/conda_env/macos_cpu_test.yml
index 57a11cb01d8d..b32cc7cdb399 100644
--- a/ops/conda_env/macos_cpu_test.yml
+++ b/ops/conda_env/macos_cpu_test.yml
@@ -22,10 +22,11 @@ dependencies:
 - pytest
 - pytest-cov
 - pytest-timeout
-- python-kubernetes
 - urllib3
 - boto3
 - awscli
 - loky>=3.5.1
 - pyarrow
 - cloudpickle
+- pip:
+  - py-ubjson
diff --git a/ops/conda_env/win64_cpu_test.yml b/ops/conda_env/win64_cpu_test.yml
new file mode 100644
index 000000000000..e6b812a3fee3
--- /dev/null
+++ b/ops/conda_env/win64_cpu_test.yml
@@ -0,0 +1,19 @@
+name: win64_env
+channels:
+- conda-forge
+dependencies:
+- python=3.12
+- numpy
+- scipy
+- matplotlib
+- scikit-learn
+- pandas
+- pytest
+- boto3
+- hypothesis
+- python-graphviz
+- pip
+- loky>=3.5.1
+- pyarrow
+- pip:
+  - py-ubjson
diff --git a/ops/conda_env/win64_test.yml b/ops/conda_env/win64_test.yml
index 0ea5ee7a91b4..431f9748ea39 100644
--- a/ops/conda_env/win64_test.yml
+++ b/ops/conda_env/win64_test.yml
@@ -11,9 +11,11 @@ dependencies:
 - pytest
 - boto3
 - hypothesis
-- cupy>=13.2,<14
 - python-graphviz
 - pip
-- py-ubjson
 - loky>=3.5.1
 - pyarrow
+# CUDA
+- cupy
+- pip:
+  - py-ubjson
diff --git a/ops/script/release_artifacts.py b/ops/script/release_artifacts.py
index 0e0b8d1a20d7..05ce38d01701 100644
--- a/ops/script/release_artifacts.py
+++ b/ops/script/release_artifacts.py
@@ -151,6 +151,7 @@ def download_python_wheels(branch: str, commit_hash: str, outdir: Path) -> None:
     """Download all Python binary wheels for the specified branch."""
     full_platforms = [
         "win_amd64",
+        "win_arm64",
         "manylinux_2_28_x86_64",
         "manylinux_2_28_aarch64",
         "macosx_10_15_x86_64",