how to scale horizontal database

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I'm developing an app that consumes web api. If you have too many users and the database server starts to slow down. I would like some tips how to climb it. It was insane they control everything by the application. I have not yet chosen which sgbd to use. I also looked CITUS db that seems to solve this. Any idea?

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