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I have small window for applying different filters, each filter type has its section and its buttons. For me repeating the same buttons in a small sapce is confusing and unnecessary, what is the best UX design for this filter screen ?

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Don't repeat the buttons.

I see a little bit of content behind your filter panel, which means it's a popover vs. a fixed panel off to the side. So you'll want to allow your users to clear each filter section (like resetting all the checkboxes, or clearing out a text input) and to cancel out of the whole filtering experience (with a Cancel or X button), but there should only be one Apply button on a panel like this. Apply should close the panel and allow the user to see the filtered content.

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As per my understanding what probably confuses your users are checkboxes. I've fixed this issue in a couple of projects by converting long list of checkboxes into interactable badges. It saves space by making a list way shorter, it usually fits 2-3 badges per row depending on the label width.

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Source.

Other insights:

  • The gap between reset and apply buttons should be consistent

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