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Here's an update. I set up atop on my VPS and waited until the issue occurred again. Here's the atop log from the event.
The culprit seems to be kswapd0 trying to move memory to swap space, although there is no swap space.
I set memory swappiness to 0 on the system for now, I'll check if that makes a difference.
Tbh, I haven't really had this issue in a few weeks. I'm tempted to think it's usage-related, and could possibly indicate that my memory allocation for the DB is still too high.