diff --git a/.gitignore b/.gitignore
index ea14f0f..1bc0958 100644
--- a/.gitignore
+++ b/.gitignore
@@ -52,3 +52,8 @@ library.zip
 *.exe
 *.log
 *.dll
+
+# virtualenvs
+/env
+/env2
+/env3
diff --git a/.travis-wheels.sh b/.travis-wheels.sh
new file mode 100755
index 0000000..e03f61f
--- /dev/null
+++ b/.travis-wheels.sh
@@ -0,0 +1,17 @@
+#!/bin/bash
+set -e -x
+
+# Install a system package required by our library
+yum install -y atlas-devel
+
+# Compile wheels
+for PYBIN in /opt/python/*/bin; do
+    "${PYBIN}/pip" install -r /io/dev-requirements.txt
+    "${PYBIN}/pip" wheel /io/ -w wheelhouse/
+done
+
+# Bundle external shared libraries into the wheels
+for whl in wheelhouse/*.whl; do
+    auditwheel repair "$whl" -w /io/wheelhouse/
+done
+
diff --git a/.travis.yml b/.travis.yml
new file mode 100644
index 0000000..2e57a73
--- /dev/null
+++ b/.travis.yml
@@ -0,0 +1,18 @@
+matrix:
+  include:
+    - sudo: required
+      services:
+        - docker
+      env: DOCKER_IMAGE=quay.io/pypa/manylinux1_x86_64
+    - sudo: required
+      services:
+        - docker
+      env: DOCKER_IMAGE=quay.io/pypa/manylinux1_i686
+           PRE_CMD=linux32
+
+install:
+  - docker pull $DOCKER_IMAGE
+
+script:
+  - docker run --rm -v `pwd`:/io $DOCKER_IMAGE $PRE_CMD /io/.travis-wheels.sh
+  - ls wheelhouse/