How to set Preview to start on the last viewed page?
There an option in Preview that you need to have enabled:

Preferences &gt; PDF &gt; On opening documents (should be checked) 




*also instead of needing to "scroll down, hundreds of pages" you should be able to simply use Command+Option+G and enter the page number you want to jump to.