Embodiments of the present disclosure relate to the Internet, and disclose a method and system for loading a web page, and a server. In the present disclosure, a method for loading the web page is applied to an edge server of a content delivery network, including: obtaining a loading list corresponding to a page according to a page loading request when the page loading request is received from a user terminal, and the loading list includes several add-ins to be loaded; identifying from a resource to be accelerated the add-ins to be loaded; rewriting the resource to be accelerated in the loading list according to a predetermined optimization scheme; and feeding back the rewritten loading list to the user terminal for the user terminal to request each add-in on the loading list to perform a page loading.