diff --git a/.github/workflows/wheels.yml b/.github/workflows/wheels.yml
new file mode 100644
index 00000000..a313f522
--- /dev/null
+++ b/.github/workflows/wheels.yml
@@ -0,0 +1,33 @@
+name: Build Wheels
+
+on:
+  pull_request:
+  push:
+    branches:
+      - master
+
+jobs:
+  build_wheels:
+    name: Build wheels on ${{ matrix.os }}
+    runs-on: ${{ matrix.os }}
+    strategy:
+      matrix:
+          os: [ubuntu-latest, macos-13, macos-14]
+          # os: [ubuntu-latest, windows-latest, macos-13, macos-14]
+
+    steps:
+      - uses: actions/checkout@v4
+
+      # Used to host cibuildwheel
+      - uses: actions/setup-python@v5
+
+      - name: Install cibuildwheel
+        run: python -m pip install cibuildwheel==2.18.1
+
+      - name: Build wheels
+        run: python -m cibuildwheel --output-dir wheelhouse
+
+      - uses: actions/upload-artifact@v4
+        with:
+          name: cibw-wheels-${{ matrix.os }}-${{ strategy.job-index }}
+          path: ./wheelhouse/*.whl
diff --git a/ci/buildwheel/Dockerfile.manylinux b/ci/buildwheel/Dockerfile.manylinux
new file mode 100644
index 00000000..1d684956
--- /dev/null
+++ b/ci/buildwheel/Dockerfile.manylinux
@@ -0,0 +1,17 @@
+FROM quay.io/pypa/manylinux2014_x86_64
+
+RUN yum -y install wget eigen3-devel openblas-devel hdf5-devel && \
+   yum clean all
+
+#install HighFive
+RUN wget -O HighFive.tar.gz https://github.com/BlueBrain/HighFive/archive/v2.2.tar.gz && \
+    tar xzf HighFive.tar.gz && \
+    rm HighFive.tar.gz && \
+    cd HighFive* && \
+    mkdir build && \
+    cd build && \
+    cmake .. -DHIGHFIVE_USE_BOOST=OFF && \
+    make -j2 && \
+    make install && \
+    cd ../.. && \
+    rm -r HighFive*
diff --git a/ci/buildwheel/Dockerfile.musllinux b/ci/buildwheel/Dockerfile.musllinux
new file mode 100644
index 00000000..23ce5a7b
--- /dev/null
+++ b/ci/buildwheel/Dockerfile.musllinux
@@ -0,0 +1,16 @@
+FROM quay.io/pypa/musllinux_1_2_x86_64
+
+RUN apk add wget eigen openblas hdf5
+
+#install HighFive
+RUN wget -O HighFive.tar.gz https://github.com/BlueBrain/HighFive/archive/v2.2.tar.gz && \
+    tar xzf HighFive.tar.gz && \
+    rm HighFive.tar.gz && \
+    cd HighFive* && \
+    mkdir build && \
+    cd build && \
+    cmake .. -DHIGHFIVE_USE_BOOST=OFF && \
+    make -j2 && \
+    make install && \
+    cd ../.. && \
+    rm -r HighFive*
diff --git a/ci/buildwheel/install_deps.sh b/ci/buildwheel/install_deps.sh
new file mode 100755
index 00000000..64f99c25
--- /dev/null
+++ b/ci/buildwheel/install_deps.sh
@@ -0,0 +1,14 @@
+#!/bin/bash
+
+set -ex
+
+SCRIPT_DIR=$(dirname ${BASH_SOURCE[0]})
+cd "$SCRIPT_DIR"
+
+echo "MACOSX_DEPLOYMENT_TARGET: [$MACOSX_DEPLOYMENT_TARGET]"
+echo "PWD: [$PWD]"
+
+brew install  --formulae eigen ../highfive.rb
+brew uninstall --ignore-dependencies hdf5
+
+./install_hdf5.sh
\ No newline at end of file
diff --git a/ci/buildwheel/install_hdf5.sh b/ci/buildwheel/install_hdf5.sh
new file mode 100755
index 00000000..4fcf0b95
--- /dev/null
+++ b/ci/buildwheel/install_hdf5.sh
@@ -0,0 +1,21 @@
+#!/bin/bash
+
+set -ex
+
+BASEDIR=$PWD
+
+# Set the HDF5 version
+HDF5_MAJOR=1
+HDF5_MINOR=12
+HDF5_RELEASE=2
+HDF5_VERSION=${HDF5_MAJOR}.${HDF5_MINOR}.${HDF5_RELEASE}
+HDF5_URL="https://support.hdfgroup.org/ftp/HDF5/releases/hdf5-${HDF5_MAJOR}.${HDF5_MINOR}/hdf5-$HDF5_VERSION/src/hdf5-$HDF5_VERSION.tar.gz"
+
+mkdir -p hdf5_build
+cd hdf5_build
+
+wget -q $HDF5_URL -O - | tar -xvzf - --strip-components 2
+
+./configure --prefix=/usr/local/hdf5
+make -j4
+sudo make install
\ No newline at end of file
diff --git a/ci/buildwheel/install_openblas.sh b/ci/buildwheel/install_openblas.sh
new file mode 100755
index 00000000..617ec990
--- /dev/null
+++ b/ci/buildwheel/install_openblas.sh
@@ -0,0 +1,26 @@
+#!/bin/bash
+
+set -ex
+
+VERSION=0.3.27
+BASEDIR=$PWD
+
+# Define OpenBLAS GitHub repository URL
+REPO_URL="https://github.com/xianyi/OpenBLAS"
+
+# Create a directory for the build process
+BUILD_DIR="openblas_build_$VERSION"
+mkdir -p $BUILD_DIR
+cd $BUILD_DIR
+
+# Download the specified version of OpenBLAS
+echo "Downloading OpenBLAS version $VERSION..."
+wget -qO- "$REPO_URL/archive/refs/tags/v$VERSION.tar.gz" | tar xz --strip-components=1
+
+# Build OpenBLAS
+echo "Building OpenBLAS version $VERSION..."
+make MACOSX_DEPLOYMENT_TARGET=${MACOSX_DEPLOYMENT_TARGET}
+
+make install PREFIX=$BASEDIR/openblas
+
+echo "OpenBLAS version $VERSION has been installed in $BASEDIR/openblas"
\ No newline at end of file
diff --git a/pyproject.toml b/pyproject.toml
index 8a6fa631..54256ea8 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -16,9 +16,10 @@ cmake.verbose = true
 logging.level = "INFO"
 
 [tool.scikit-build.cmake.define]
-ENABLE_BOOST = "OFF"
-ENABLE_CMDLINE = "OFF"
-ENABLE_TESTS = "OFF"
+ENABLE_BOOST = "ON"
+ENABLE_CMDLINE = "ON"
+ENABLE_TESTS = "ON"
+ENABLE_BLAS = "ON"
 
 [tool.setuptools_scm]  # Section required
 write_to = "python/smurff/_version.py"
@@ -62,3 +63,36 @@ Homepage = "http://github.com/ExaScience/smurff"
 
 [project.scripts]
 py_smurff = "smurff.cmdline:main"
+
+[tool.cibuildwheel]
+manylinux-x86_64-image = "vanderaa/manylinux2014_x86_64_smurff"
+musllinux-x86_64-image = "vanderaa/musllinux_1_2_x86_64_smurff"
+
+# We skip these:
+# - PyPy: never tested, pandas does not seem to work
+# - CPython 3.6: unsupported by scikit_build_core
+# - CPython 3.7: unsupported by h5sparse
+# - CPython 3.12: removed pkg_resources in h5sparse
+# - i686 and win32: we do not care about 32bit
+skip = "pp* cp36-* cp37-* cp312-* *-win32 *i686"
+test-command = 'pytest {project}/python/test'
+test-requires = 'parameterized pytest'
+build-verbosity = 3
+
+[tool.cibuildwheel.macos.config-settings]
+"cmake.define.HDF5_ROOT" = "/usr/local/hdf5"
+"cmake.define.ENABLE_BLAS" = "ON"
+"cmake.define.ENABLE_BOOST" = "OFF"
+"cmake.define.ENABLE_CMDLINE" = "OFF"
+"cmake.define.ENABLE_TESTS" = "OFF"
+"cmake.define.BLA_VENDOR" = "Apple"
+
+[tool.cibuildwheel.linux.config-settings]
+"cmake.define.ENABLE_BLAS" = "ON"
+"cmake.define.ENABLE_BOOST" = "OFF"
+"cmake.define.ENABLE_CMDLINE" = "OFF"
+"cmake.define.ENABLE_TESTS" = "OFF"
+"cmake.define.BLA_VENDOR" = "OpenBLAS"
+
+[tool.cibuildwheel.macos]
+before-all = "ci/buildwheel/install_deps.sh"
\ No newline at end of file