Hi Dwaipayan,
Some pages may be getting good lab scores, but the data in the CrUX Dashboard is showing you real users' performance in the field. Here are a couple of questions to help you focus on improving performance in the field:
Field data in the CrUX Dashboard is aggregated at the origin-level, so popular pages are weighted higher. Are the pages you're testing in the lab the pages that also get the most traffic?
Are the lab tests configured in a way that is representative of your users? Network and CPU speeds can be emulated in Lighthouse, but PageSpeed Insights only uses one emulation configuration per desktop and mobile test. If you have data on users' speeds, you can fine tune the emulation to be more representative. Device and effective connection type (ECT) data are available in the CrUX Dashboard. If you know that your users are on high or low end mobile devices, you can adjust your CPU emulation accordingly.
Hope that helps.
Rick