Storing Current Page for PDF eBooks
For anyone looking to do this, Google Play Books now has an option that appears to work pretty well. You can upload PDF files to Google Play Books, and then read those PDFs using an Android app or online through your browser. And Google Play Books supports bookmarks that work across platforms.
Read more here: Google Play Books Support