diff --git a/ci/docker/python-wheel-manylinux.dockerfile b/ci/docker/python-wheel-manylinux.dockerfile
index 68d4b27d2ca96..aa4af8adbe7c7 100644
--- a/ci/docker/python-wheel-manylinux.dockerfile
+++ b/ci/docker/python-wheel-manylinux.dockerfile
@@ -25,6 +25,11 @@ ARG manylinux
 ENV MANYLINUX_VERSION=${manylinux}
 
 # Ensure dnf is installed, especially for the manylinux2014 base
+RUN if [ "${MANYLINUX_VERSION}" == "2014" ] then; \
+        sed -i s/mirror.centos.org/vault.centos.org/g /etc/yum.repos.d/*.repo \
+        sed -i s/^#.*baseurl=http/baseurl=http/g /etc/yum.repos.d/*.repo \
+        sed -i s/^mirrorlist=http/#mirrorlist=http/g /etc/yum.repos.d/*.repo \
+    fi
 RUN yum install -y dnf
 
 # Install basic dependencies