There's always the lazy approach of storing JSON blobs in TEXT fields, but I personally shy away from that because you lose out on a huge part of the benefits of using a SQL DB in the first place, most importantly migrations and querying/indexing.
An incomplete list of benefits of using SQLite:
- Runtime config changes for free
- type safety
- strong migration support
- incorrect configurations can be unrepresentable (or at least enforced with check constraints)
- interactable from text-based interfaces and strong off-the-shelf GUI support
Loose type checks, e.g. NOT NULL columns of "usually" text, are loose only compared to typical SQL table definitions; compared to the leap forward of using abstract tables and changing them with abstract SQL instead of using text or byte buffers and making arbitrary changes, enforcing data types on columns would be only a marginal improvement.
What problem does normalization solve? You don't have to parse and run through a tree every time you're looking for data. You would, however, need to rebuild the tree through self joins or other references in other cases, I suppose. It depends how far you break down your data. I understand that we all see data structures a bit differently, however.
SQLite at least provides functions to make the “querying” part of that straightforward: https://sqlite.org/json1.html
Naively, most data looks hierarchical and the instinctive reaction is to make your file format match. But if you think of this as a set of documents stacked on top of each other if you take the data as a bunch of 90 degree slices down through the stack now your data is relational, you loose the nice native hierarchical format, but you gain all sorts of interesting analysis and extraction options.
It is too bad relational data types tend to be so poorly represented in our programming languages, generally everything has to be mapped back to a hierarchical type.
Maybe a very simple document oriented db would have been better?
My biggest gripe is that the sqlite cli is brutally minimal (makes sense given design), but I probably should have been using a nicer cli.
My issue with SQLite's JSON implementation is that it cannot index arrays. SQLite indexes can only contain a single value per row (except for fulltext indexes but that's not what I want most of the time). SQLite has nothing like GIN indexes in Postgres.