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TBT high in production mode on Google Pagespeed Insight, Magenot 24.6-p3

I have a Magento site running on a dedicated root server. I am facing an issue where the TBT (Total Blocking Time) becomes very high when the site is in production mode, but it improves when I switch to developer mode.

Note: The site uses Varnish as FPC (Full Page Cache) and Cloudflare as a CDN.

Could anyone please explain why this might be happening?