Configure Docker storage driver to use OverlayFS

On Red Hat derivatives edit /etc/sysconfig/docker-storage:

DOCKER_STORAGE_OPTIONS=--storage-driver=overlay

Manually:

docker daemon --storage-driver=overlay &

References