Grist[1] is great for this stuff, at first glance its a spreadsheet but that spreadsheet is backed by a SQLite database and you can put an actual UI on top of it without leaving the tool, or you can write full blown plugins in Javascript and HTML if you need to go further than that.
[1] https://www.getgrist.com/