Quite often i have to download the pdfs from websites but sometimes they are not on one page.
They have divided the links in pagination and I have to click on every page of
If there is a lot of pages with links you can try excellent framework -- Scrapy(http://scrapy.org/).
It is pretty easy to understand how to use it and can download pdf files you need.