I have the same problem (stock, un-rooted Nexus 5). What I've seen too is that it only disappears if I'm connected to WiFi. If I'm connected to T-Mobile's network, then the alarm notification displays just fine. But shortly after it connects to a WiFi network, the icon disappears.
T-Mobile Nexus 5