That's what I initially thought too, though having read and understood little of the article, is sqlite not a consideration too? Or does it take up too much memory?
Keeping in mind that STM32 is on the high end of what you might call embedded, and the writeup is pretty clear that it barely fits/works there, lots of caveats, etc.
Another thing to consider is that sqlite dynamically allocates memory. You typically want to avoid that in embedded. Everything is slow, memory is scarce. The sheer code size is also a issue.
Memory allocation isn’t that slow (in fact all the ram is SRAM which is typically quite fast), it’s just that you only have 256k-1M RAM in total. This means that any time you’re saving later by trying to fill space now ends up getting wasted when that memory needs to be reclaimed.
Though note you can define your own "Virtual File System" (VFS) for SQLite to use[1]. It might be a bit of an undertaking, but I think you could use that to run on just about anything with storage you control. (I haven't done it myself, just some research back in the day)