diff --git a/Jenkinsfile b/Jenkinsfile
index e0e8400d4..d56d59e1a 100644
--- a/Jenkinsfile
+++ b/Jenkinsfile
@@ -97,7 +97,7 @@ def buildPlatformCmake(buildName, conf, nodeReq, dockerTarget) {
         sh """
         ${dockerRun} ${dockerTarget} ${dockerArgs} tests/ci_build/build_via_cmake.sh ${opts}
         ${dockerRun} ${dockerTarget} ${dockerArgs} tests/ci_build/test_${dockerTarget}.sh
-        ${dockerRun} ${dockerTarget} ${dockerArgs} bash -c "cd python-package; rm -f dist/*; python setup.py bdist_wheel"
+        ${dockerRun} ${dockerTarget} ${dockerArgs} bash -c "cd python-package; rm -f dist/*; python setup.py bdist_wheel --universal"
         rm -rf "${distDir}"; mkdir -p "${distDir}/py"
         cp xgboost "${distDir}"
         cp -r lib "${distDir}"
@@ -105,7 +105,7 @@ def buildPlatformCmake(buildName, conf, nodeReq, dockerTarget) {
         # Test the wheel for compatibility on a barebones CPU container
         ${dockerRun} release ${dockerArgs} bash -c " \
             auditwheel show xgboost-*-py2-none-any.whl
-            pip install --user python-package/dist/xgboost-*-py2-none-any.whl && \
+            pip install --user python-package/dist/xgboost-*-none-any.whl && \
             python -m nose tests/python"
         """
         archiveArtifacts artifacts: "${distDir}/**/*.*", allowEmptyArchive: true