A system for obtaining documents from a composite file comprising a stream of multiple pages is provided. The system may comprise one or more processors configured to receive the composite file comprising the multiple pages and split the composite file to obtain individual pages of the composite file, wherein image of each of the individual pages and image vector for each of the individual pages from the image of the respective page may be obtained. The processor may further obtain text present in each of the individual pages and text vector for each of the individual pages from the text of the respective page. The processor may further determine continuity pattern between pages that are consecutive based on the image vector and the text vector of the consecutive pages and may categorize the consecutive pages as belonging to the same document in case the determined continuity pattern between the consecutive pages indicate that the consecutive pages belong to the same document.