I've read that sqlite is significantly faster for read-heavy applications.

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Faster than Postgres? That would be surprising, but then again they proved it's faster to read from sqlite than to read from a file... even though sqlite is a file.

Yeah, some people at a previous job used to use it for serving a large amount of pre-processed data

Technology requires a different kind of common sense.