diff --git a/docker/glance/glance-base/Dockerfile b/docker/glance/glance-base/Dockerfile
index 67b788fcca..dcd70678dd 100644
--- a/docker/glance/glance-base/Dockerfile
+++ b/docker/glance/glance-base/Dockerfile
@@ -1,7 +1,9 @@
 FROM %%KOLLA_NAMESPACE%%/%%KOLLA_PREFIX%%base:%%KOLLA_TAG%%
 MAINTAINER Kolla Project (https://launchpad.net/kolla)
 
-RUN yum -y install openstack-glance && yum clean all
+# We really shouldn't need to install python-oslo-log or python-oslo-policy
+# See: https://bugzilla.redhat.com/show_bug.cgi?id=1218349
+RUN yum -y install openstack-glance python-oslo-log python-oslo-policy && yum clean all
 
 RUN mkdir -p /opt/kolla
 COPY config-glance.sh /opt/kolla/config-glance.sh