Selfhosted
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Nextcloud. It's definitely overkill for photos alone, but since you are likely to want it for other stuff anyway, why not use its gallery (which is decent) as well?
I personally use it for backup and sharing, and do the bulk of my photos/collections management in digikam (reading from a fast network storage).
Use my nextcloud for calendar, contacts, RSS reader, photo sync from my phone, office suite and others.
Does Nextcloud handle large numbers of photos nowadays? IIRC when I was comparing programs some years ago I read that both it and Owncloud struggled when you got to a few 10000s of photos.
I have 3 times that much for just a single user, so I think you should be fine.
I suppose "a few" is quite open to interpretation, but I have 50k photos now so if it can handle 100k without getting sluggish it'll probably be fine for the foreseeable future.
Thanks for the recommendation, I don't think it would help with my workflow (I do the classifying and curating in Digikam and then export to timestamped folders), but I'm sure many will find it useful :)
You should try installing the Memories app in Nextcloud. The built-in gallery is very limited and can't read EXIF data.