diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
new file mode 100644
index 0000000..a27e3a0
--- /dev/null
+++ b/.github/workflows/ci.yml
@@ -0,0 +1,30 @@
+name: Build & Publish wheel
+
+on: push
+
+jobs:
+  build:
+
+    runs-on: ubuntu-latest
+
+    steps:
+    - uses: actions/checkout@v2
+    - name: Set up Python 3.8
+      uses: actions/setup-python@v2
+      with:
+        python-version: 3.8
+    - name: Install Dependency
+      run: |
+        pip install cython
+    - name: Building wheel
+      run: |
+        make wheel_manylinux
+    - name: Copy wheels in dist
+      run: cp wheelhouse*/fastrlock*.whl dist/
+    - name: Push build artifacts to PyPI
+      if: github.event_name == 'push' && startsWith(github.ref, 'refs/tags')
+      uses: pypa/gh-action-pypi-publish@v1.4.2
+      with:
+        skip_existing: true
+        user: __token__
+        password: ${{ secrets.PYPI_API_TOKEN }}
diff --git a/Makefile b/Makefile
index a2dfb1b..6a08e3e 100644
--- a/Makefile
+++ b/Makefile
@@ -7,10 +7,12 @@ VERSION=$(shell python -c 'import re; f=open("fastrlock/__init__.py"); print(re.
 PYTHON_WITH_CYTHON=$(shell $(PYTHON)  -c 'import Cython.Compiler' >/dev/null 2>/dev/null && echo " --with-cython" || true)
 PY3_WITH_CYTHON=$(shell $(PYTHON3) -c 'import Cython.Compiler' >/dev/null 2>/dev/null && echo " --with-cython" || true)
 
-MANYLINUX_IMAGE_X86_64=quay.io/pypa/manylinux2010_x86_64
-MANYLINUX_IMAGE_686=quay.io/pypa/manylinux2010_i686
+MANYLINUX_IMAGES= \
+	manylinux2010_x86_64 \
+	manylinux2010_i686 \
+	manylinux2014_aarch64
 
-.PHONY: all version inplace sdist build clean wheel_manylinux wheel_manylinux32 wheel_manylinux64 wheel
+.PHONY: all version inplace sdist build clean wheel_manylinux wheel
 
 all: inplace
 
@@ -30,9 +32,13 @@ build:
 wheel:
 	$(PYTHON) setup.py $(SETUPFLAGS) bdist_wheel $(PYTHON_WITH_CYTHON)
 
-wheel_manylinux: sdist wheel_manylinux64 wheel_manylinux32
+qemu-user-static:
+	docker run --rm --privileged hypriot/qemu-register
 
-wheel_manylinux32 wheel_manylinux64: dist/$(PACKAGENAME)-$(VERSION).tar.gz
+wheel_manylinux: sdist $(addprefix wheel_,$(MANYLINUX_IMAGES))
+$(addprefix wheel_,$(filter-out %_x86_64, $(filter-out %_i686, $(MANYLINUX_IMAGES)))): qemu-user-static
+
+wheel_%: dist/$(PACKAGENAME)-$(VERSION).tar.gz
 	echo "Building wheels for $(PACKAGENAME) $(VERSION)"
 	mkdir -p wheelhouse$(subst wheel_manylinux,,$@)
 	time docker run --rm -t \
@@ -40,11 +46,11 @@ wheel_manylinux32 wheel_manylinux64: dist/$(PACKAGENAME)-$(VERSION).tar.gz
 		-e CFLAGS="-O3 -g1 -mtune=generic -pipe -fPIC" \
 		-e LDFLAGS="$(LDFLAGS) -fPIC" \
 		-e WHEELHOUSE=wheelhouse$(subst wheel_manylinux,,$@) \
-		$(if $(patsubst %32,,$@),$(MANYLINUX_IMAGE_X86_64),$(MANYLINUX_IMAGE_686)) \
+		quay.io/pypa/$(subst wheel_,,$@) \
 		bash -c '\
 			rm -fr $(PACKAGENAME)-$(VERSION)/; \
 			tar zxf /io/$< && cd $(PACKAGENAME)-$(VERSION)/ || exit 1; \
-			for PYBIN in /opt/python/*/bin; do \
+			for PYBIN in /opt/python/cp*/bin; do \
 				PYVER="$$($$PYBIN/python -V)"; \
 				PROFDIR="prof-$${PYVER// /_}"; \
 				echo $$PYVER; \