diff --git a/libvirt.spec.in b/libvirt.spec.in
index 3d5a69eb0a..fae4bb71d3 100644
--- a/libvirt.spec.in
+++ b/libvirt.spec.in
@@ -98,7 +98,7 @@
 %else
     %define with_storage_sheepdog 0
 %endif
-%if 0%{?fedora} >= 19
+%if 0%{?fedora} >= 19 || 0%{?rhel >= 6}
     %define with_storage_gluster 0%{!?_without_storage_gluster:%{server_drivers}}
 %else
     %define with_storage_gluster 0
@@ -153,6 +153,13 @@
     %define with_numactl 0
 %endif
 
+# libgfapi is built only on x86_64 on rhel
+%ifnarch x86_64
+    %if 0%{?rhel >= 6}
+        %define with_storage_gluster 0
+    %endif
+%endif
+
 # RHEL doesn't ship OpenVZ, VBox, UML, PowerHypervisor,
 # VMWare, libxenserver (xenapi), libxenlight (Xen 4.1 and newer),
 # or HyperV.
@@ -571,8 +578,13 @@ BuildRequires: ceph-devel
     %endif
 %endif
 %if %{with_storage_gluster}
+    %if 0%{?rhel} >= 6
+BuildRequires: glusterfs-api-devel >= 3.4.0
+BuildRequires: glusterfs-devel >= 3.4.0
+    %else
 BuildRequires: glusterfs-api-devel >= 3.4.1
 BuildRequires: glusterfs-devel >= 3.4.1
+    %endif
 %endif
 %if %{with_numactl}
 # For QEMU/LXC numa info