diff --git a/.github/workflows/pr.yaml b/.github/workflows/pr.yaml
index 3f1bf94819..554b8589a3 100644
--- a/.github/workflows/pr.yaml
+++ b/.github/workflows/pr.yaml
@@ -185,6 +185,10 @@ jobs:
       package-name: kvikio
       package-type: python
       sccache-dist-token-secret-name: GIST_REPO_READ_ORG_GITHUB_TOKEN
+      # Build a wheel for each CUDA x ARCH x PY_VER (3.10 and 3.11)
+      # When we drop Python 3.10, this can be simplified to:
+      # matrix_filter: map(select(.PY_VER == "3.11")) | unique_by({CUDA_VER, ARCH})
+      matrix_filter: map(select(.PY_VER == "3.11" or .PY_VER == "3.10")) | unique_by({CUDA_VER, ARCH, PY_VER})
   wheel-python-tests:
     needs: [wheel-python-build, changed-files]
     secrets: inherit
diff --git a/ci/build_wheel_python.sh b/ci/build_wheel_python.sh
index e515139105..c846ab9fb6 100755
--- a/ci/build_wheel_python.sh
+++ b/ci/build_wheel_python.sh
@@ -1,5 +1,5 @@
 #!/bin/bash
-# SPDX-FileCopyrightText: Copyright (c) 2023-2025, NVIDIA CORPORATION.
+# SPDX-FileCopyrightText: Copyright (c) 2023-2026, NVIDIA CORPORATION.
 # SPDX-License-Identifier: Apache-2.0
 
 set -euo pipefail
@@ -26,3 +26,9 @@ python -m auditwheel repair \
     ${package_dir}/dist/*
 
 ./ci/validate_wheel.sh ${package_dir} "${RAPIDS_WHEEL_BLD_OUTPUT_DIR}"
+
+# Only use stable ABI package naming for Python >= 3.11
+if [[ "${RAPIDS_PY_VERSION}" != "3.10" ]]; then
+  RAPIDS_PACKAGE_NAME="$(rapids-package-name wheel_python kvikio --stable --cuda)"
+  export RAPIDS_PACKAGE_NAME
+fi
diff --git a/ci/test_wheel.sh b/ci/test_wheel.sh
index 5513083815..60bba945ed 100755
--- a/ci/test_wheel.sh
+++ b/ci/test_wheel.sh
@@ -1,5 +1,5 @@
 #!/bin/bash
-# SPDX-FileCopyrightText: Copyright (c) 2023-2025, NVIDIA CORPORATION.
+# SPDX-FileCopyrightText: Copyright (c) 2023-2026, NVIDIA CORPORATION.
 # SPDX-License-Identifier: Apache-2.0
 
 set -eou pipefail
@@ -10,7 +10,13 @@ RAPIDS_PY_CUDA_SUFFIX="$(rapids-wheel-ctk-name-gen "${RAPIDS_CUDA_VERSION}")"
 
 # Download and install the libkvikio and kvikio wheels built in the previous step
 LIBKVIKIO_WHEELHOUSE=$(RAPIDS_PY_WHEEL_NAME="libkvikio_${RAPIDS_PY_CUDA_SUFFIX}" rapids-download-wheels-from-github cpp)
-KVIKIO_WHEELHOUSE=$(RAPIDS_PY_WHEEL_NAME="kvikio_${RAPIDS_PY_CUDA_SUFFIX}" rapids-download-wheels-from-github python)
+
+
+if [[ "${RAPIDS_PY_VERSION}" != "3.10" ]]; then
+  KVIKIO_WHEELHOUSE=$(rapids-download-from-github "$(rapids-package-name "wheel_python" kvikio --stable --cuda "$RAPIDS_CUDA_VERSION")")
+else
+  KVIKIO_WHEELHOUSE=$(RAPIDS_PY_WHEEL_NAME="kvikio_${RAPIDS_PY_CUDA_SUFFIX}" rapids-download-wheels-from-github python)
+fi
 
 rapids-pip-retry install -v \
   "$(echo "${LIBKVIKIO_WHEELHOUSE}"/libkvikio_"${RAPIDS_PY_CUDA_SUFFIX}"*.whl)" \
diff --git a/python/kvikio/pyproject.toml b/python/kvikio/pyproject.toml
index 30b74974bb..3e8b435d61 100644
--- a/python/kvikio/pyproject.toml
+++ b/python/kvikio/pyproject.toml
@@ -1,4 +1,4 @@
-# SPDX-FileCopyrightText: Copyright (c) 2021-2025, NVIDIA CORPORATION. All rights reserved.
+# SPDX-FileCopyrightText: Copyright (c) 2021-2026, NVIDIA CORPORATION. All rights reserved.
 # SPDX-License-Identifier: Apache-2.0
 
 [build-system]
@@ -118,6 +118,10 @@ provider = "scikit_build_core.metadata.regex"
 input = "kvikio/VERSION"
 regex = "(?P<value>.*)"
 
+[[tool.scikit-build.overrides]]
+if.python-version = ">=3.11"
+wheel.py-api = "cp311"
+
 [tool.pydistcheck]
 select = [
     "distro-too-large-compressed",