I checked what exactly is breaking things:
I'm not using the network manager, so I disconnected with ifdown; after ifup,
my search domain list contained comma's again.
So it is not just rebooting but every reconnection that is breaking things.
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/etc/resolv.conf inserts commas between Search Domains
https://bugs.launchpad.net/bugs/288052
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