diff --git a/.travis.yml b/.travis.yml
index 229c03a0..b21de242 100644
--- a/.travis.yml
+++ b/.travis.yml
@@ -1,43 +1,97 @@
-sudo: false
-install: 
-    - pip install tox
-script:
-    - tox
-language:
-    - python
-matrix:
+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
-    - python: 3.6
-      env: TOXENV=pylint
-    - python: 3.6
-      env: TOXENV=flake8
-    - python: 3.6
-      env: TOXENV=pydocstyle
-    - python: 2.7
-      env: TOXENV=py27
-    - python: 3.4
-      env: TOXENV=py34
-    - python: 3.5
-      env: TOXENV=py35
-    - python: 3.6
-      env: TOXENV=py36
-    - python: 3.7
-      env: TOXENV=py37
-      sudo: required
-      dist: xenial
-    - python: 3.8
-      env: TOXENV=py38
-      sudo: required
-      dist: xenial
-    - python: pypy
-      env: TOXENV=pypy
-    - python: pypy3
-      env: TOXENV=pypy3
+  - python: 3.6
+    env: TOXENV=coveralls DEPENDENCY_INJECTOR_DEBUG_MODE=1
+    install:
+      - 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 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 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 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 wheelhouse/*.whl
 notifications:
-  slack: ets-labs:g9OU0r5PXjA5ueeoQw01dVvV
+  slack:
+    rooms:
+      secure: CdWDgKnfYW7vvvoH3nS3yg3TcNZiYLRUyEp6ukQ4rQiiuR4+ltuvyGyFJWgP8r7VVJ9yHkB0jebCKWLUMsAEt1my33B6eMDEVefovpkdh2eJjGswmm80brt0EJULpgwPOtB1U47Mwca8L5jDW4KSv9RypUFRgn8eHDoWw6LKf5g=
diff --git a/Makefile b/Makefile
index ab0bfa3e..6c514be9 100644
--- a/Makefile
+++ b/Makefile
@@ -67,7 +67,13 @@ check:
 	pydocstyle src/dependency_injector/
 	pydocstyle examples/
 
-publish: cythonize
+test-publish: cythonize
+	# Create distributions
+	python setup.py sdist
+	# Upload distributions to PyPI
+	twine upload --repository testpypi dist/dependency-injector-$(VERSION)*
+
+publish:
 	# Merge release to master branch
 	git checkout master
 	git merge --no-ff release/$(VERSION) -m "Merge branch 'release/$(VERSION)' into master"
@@ -75,5 +81,3 @@ publish: cythonize
 	# Create and upload tag
 	git tag -a $(VERSION) -m 'version $(VERSION)'
 	git push --tags
-	# Create and upload build
-	python setup.py sdist upload
diff --git a/docs/main/changelog.rst b/docs/main/changelog.rst
index 80cff5fe..7e22a364 100644
--- a/docs/main/changelog.rst
+++ b/docs/main/changelog.rst
@@ -7,6 +7,14 @@ that were made in every particular version.
 From version 0.7.6 *Dependency Injector* framework strictly 
 follows `Semantic versioning`_
 
+3.19.1
+------
+- 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.
+
 3.19.0
 ------
 - Add ``Selector`` provider.
diff --git a/requirements-dev.txt b/requirements-dev.txt
index e30132f5..6a587890 100644
--- a/requirements-dev.txt
+++ b/requirements-dev.txt
@@ -5,3 +5,4 @@ coverage
 flake8
 pydocstyle
 sphinx_autobuild
+pip
diff --git a/src/dependency_injector/__init__.py b/src/dependency_injector/__init__.py
index 22587ddf..9728959f 100644
--- a/src/dependency_injector/__init__.py
+++ b/src/dependency_injector/__init__.py
@@ -1,6 +1,6 @@
 """Dependency injector top-level package."""
 
-__version__ = '3.19.0'
+__version__ = '3.19.1'
 """Version number that follows semantic versioning.
 
 :type: str