AMP pages are faster than normal mobile webpages because:-

AMP pages are lightweight pages.
AMP pages are static pages and does not support javascript. Whereas on normal pages javascript has the major operation which affect the page speed.
AMP pages does not have any processing to do with.
Moreover google will load pages from google cache once the pages are indexed. Hence, as compared to normal web pages AMP pages are faster.
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