Ofcourse you can, if you pick it up from the server in .pdf format, and you store it in the Documents folder of the app. Then it will remain there untill you tell your app to remove it. (so you can close the app etc).
But there is a limit of 2 gigs per app I heard so Keep the PDF's simple ;p