From the OMEMO XEP specification under section 2.1 "Threat Model" https://xmpp.org/extensions/xep-0384.html#reqs-threat-model
The OMEMO protocol does not protect against attackers who rely on metadata and traffic analysis.
Off-topic, I would also like to add that the spec says " It has been demonstrated, that OMEMO provides only weak forward secrecy (it protects the session key only once both parties complete the key exchange).", citing https://www.cypherpunks.ca/~iang/pubs/dakez-popets18.pdf
The specification only seems to say that message content are encrypted, making no mention of encrypting any other data than message content. Look under sections 1.2 and 4.4 to see what I mean about there being no mention encrypting other data (eg. recipients and room names). This means that sender/receiver are (most likely) not encrypted. I don't think (though I don't know for sure) that room names are encrypted either.
What happens if you communicate/participate in an encrypted chat/user on another server? Could the server owner now see the other unencrypted data and metadata?
Also, just because you self host it doesn't make the unencrypted (meta)data any less dangerous. That just makes your server the point of failure. By your logic, why encrypt at all? It all lives on your server, it is only a problem if someone has access to your server. Networking is encrypted with TLS anyways, so why bother. /s