diff --git a/scripts/build_package.sh b/scripts/build_package.sh
index a579cfffd..8b6e5b5f9 100755
--- a/scripts/build_package.sh
+++ b/scripts/build_package.sh
@@ -11,4 +11,4 @@ fi
 echo 'PKG = "pip"' >dvc/utils/build.py
 
 python setup.py sdist
-python setup.py bdist_wheel --universal
+python setup.py bdist_wheel
diff --git a/scripts/pypi_upload.sh b/scripts/pypi_upload.sh
index 5c9115662..3afca8ca3 100755
--- a/scripts/pypi_upload.sh
+++ b/scripts/pypi_upload.sh
@@ -9,5 +9,5 @@ fi
 
 rm -rf dist/
 pip install twine
-python setup.py sdist bdist_wheel --universal
+python setup.py sdist bdist_wheel
 twine upload dist/*
diff --git a/setup.cfg b/setup.cfg
index 0493b4eac..0f3cbe6b4 100644
--- a/setup.cfg
+++ b/setup.cfg
@@ -1,6 +1,3 @@
-[bdist_wheel]
-universal=1
-
 [flake8]
 ignore=
     E203, # Whitespace before ':'