It was pretty easy. If anyone has the same problem, I should have included the following global styles instead of loading styles via angular-cli.json:
$icon-font-path: '~bootstrap-sass/assets/fonts/bootstrap/';
@import './shared/styles/_variables'; // my custom vars that overrides bootstrap
@import '~bootstrap-sass/assets/stylesheets/bootstrap';
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