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If it's an internal app, server rendered HTML and maybe a JS library to render charts. Django or Rails both fit the bill.

Genuine question from someone who's only worked in CSS-in-JS or SCSS preprocessors for the past ten years -- what would you choose for styling?

CSS? In all seriousness though Tailwind or SCSS.

Plain old CSS.