The embodiment of the invention provides a page caching method and device, and the method comprises the steps: building a double-cache structure according to a current page stack and a historical page
pool, building a five-layer data collection matrix, carrying out the user access behavior capture, obtaining a multi-dimensional access behavior feature, inputting the multi-dimensional feature into a three-level connection integration model, and carrying out the page access probability prediction. A predicted access page
list is obtained, and predicted access pages in the predicted access page
list are sorted according to the probability from high to low; extracting a complete
label of a high-probability access page from a historical page
pool, extracting a key resource
label of a medium-probability access page from the historical page
pool, extracting a cache resource
label of a low-probability access page from the historical page pool, determining corresponding pre-loaded page data according to the complete label, the key resource label and the cache resource label, and storing the pre-loaded page data in a
database; when the user accesses the preloaded page, page display is performed on the user based on the preloaded page data, and the user experience and the use efficiency of the webpage page can be improved.