How to resolve persistent CLS error on a Shopify theme?

Shopify Partner
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I am working on a Shopify theme, and there are 20 poor URLs showing up on Google Console for desktop. The suggested solution is to fix the Core Web Vitals Cumulative Layout Shift (CLS) error?

I have already applied a fixed the dimension of the button like height and width of the buttons to address the CLS error, but it still persists in Lighthouse results. Additionally, I have removed a third-party app that was dynamically changing elements, but the error persists. Can you please guide me on how to effectively resolve this issue?
CLS error.pnggoogle console error.png

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