diff --git a/.travis.yml b/.travis.yml
index 169d8496..7e1c2980 100644
--- a/.travis.yml
+++ b/.travis.yml
@@ -1,43 +1,96 @@
-os:
-  linux
-dist:
-  xenial
-language:
-  python
-install:
-  - pip install tox
-script:
-  - tox
+os: linux
+dist: xenial
+language: python
 jobs:
   include:
   - python: 3.6
     env: TOXENV=coveralls DEPENDENCY_INJECTOR_DEBUG_MODE=1
     install:
-    - pip install tox
-    - pip install cython
-    - make cythonize
+      - pip install tox
+      - pip install cython
+      - make cythonize
+    script: tox
   - python: 3.6
     env: TOXENV=pylint
+    install: pip install tox
+    script: tox
   - python: 3.6
     env: TOXENV=flake8
+    install: pip install tox
+    script: tox
   - python: 3.6
     env: TOXENV=pydocstyle
+    install: pip install tox
+    script: tox
   - python: 2.7
     env: TOXENV=py27
+    install: pip install tox
+    script: tox
   - python: 3.4
     env: TOXENV=py34
+    install: pip install tox
+    script: tox
   - python: 3.5
     env: TOXENV=py35
+    install: pip install tox
+    script: tox
   - python: 3.6
     env: TOXENV=py36
+    install: pip install tox
+    script: tox
   - python: 3.7
     env: TOXENV=py37
+    install: pip install tox
+    script: tox
   - python: 3.8
     env: TOXENV=py38
+    install: pip install tox
+    script: tox
   - python: pypy
     env: TOXENV=pypy
+    install: pip install tox
+    script: tox
   - python: pypy3
     env: TOXENV=pypy3
+    install: pip install tox
+    script: tox
+  - python: 3.8
+    if: tag IS present
+    env: TWINE_USERNAME=__token__
+    install: pip install pip --upgrade
+    script: python setup.py sdist
+    after_success:
+      - python3 -m pip install twine
+      - python3 -m twine upload --repository testpypi dist/*
+  - services: docker
+    if: tag IS present
+    env: TWINE_USERNAME=__token__
+    install: python3 -m pip install cibuildwheel==1.5.1
+    script: python3 -m cibuildwheel --output-dir wheelhouse
+    after_success:
+      - python3 -m pip install twine
+      - python3 -m twine upload --repository testpypi wheelhouse/*.whl
+  - os: osx
+    if: tag IS present
+    language: shell
+    env: TWINE_USERNAME=__token__
+    install: python3 -m pip install cibuildwheel==1.5.1
+    script: python3 -m cibuildwheel --output-dir wheelhouse
+    after_success:
+      - python3 -m pip install twine
+      - python3 -m twine upload --repository testpypi wheelhouse/*.whl
+  - os: windows
+    if: tag IS present
+    language: shell
+    env: TWINE_USERNAME=__token__
+    before_install:
+      - choco install python --version 3.8.0
+      - export PATH="/c/Python38:/c/Python38/Scripts:$PATH"
+    install: python -m pip install cibuildwheel==1.5.1
+    script: python -m cibuildwheel --output-dir wheelhouse
+    after_success:
+      - python -m pip install twine
+      - python -m twine upload --repository testpypi wheelhouse/*.whl
 notifications:
   slack:
     rooms:
diff --git a/Makefile b/Makefile
index a2051585..746e2735 100644
--- a/Makefile
+++ b/Makefile
@@ -73,7 +73,7 @@ test-publish: cythonize
 	# Upload distributions to PyPI
 	twine upload --repository testpypi dist/dependency-injector-$(VERSION)*
 
-publish: cythonize
+tag:
 	# Merge release to master branch
 	git checkout master
 	git merge --no-ff release/$(VERSION) -m "Merge branch 'release/$(VERSION)' into master"
@@ -81,7 +81,3 @@ publish: cythonize
 	# Create and upload tag
 	git tag -a $(VERSION) -m 'version $(VERSION)'
 	git push --tags
-	# Create distributions
-	python setup.py sdist
-	# Upload distributions to PyPI
-	twine upload dist/dependency-injector-$(VERSION)*
diff --git a/docs/main/changelog.rst b/docs/main/changelog.rst
index 4be333e0..eaccf8ea 100644
--- a/docs/main/changelog.rst
+++ b/docs/main/changelog.rst
@@ -9,6 +9,9 @@ follows `Semantic versioning`_
 
 Development version
 -------------------
+- Start distributing wheels for Linux, MacOS, and Windows (thanks to
+  `Travis CI <https://travis-ci.org/>`_ and
+  `cibuildwheel <https://github.com/joerick/cibuildwheel>`_).
 - Start using ``twine`` for publishing package on PyPI.
 - Fix Travis CI configuration file warnings.
 
diff --git a/requirements-dev.txt b/requirements-dev.txt
index d7af1d66..6a587890 100644
--- a/requirements-dev.txt
+++ b/requirements-dev.txt
@@ -6,4 +6,3 @@ flake8
 pydocstyle
 sphinx_autobuild
 pip
-twine