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I don't remember which update it was but newer versions of Lemmy use significantly less database storage.
It reduced it shortly, but the activity table is still (unecessarily) caching most of the lemmyverse for 3 months AFAIK.
Our database went from 30GB or so down to 7GB with that update, but now it is back to 30GB or so. I even did a full database vaccuum lately, but it only shaved off 2-3GB or so.
If my understanding is correct, then the activity table probably doesn't need to store more than a week or so, instead of the current 3 months. But this is something hard-coded in Lemmy and can't be easily configured.