Should I use my Duke NetID and password on the login page of a database site?

No. Your Duke NetID and password should only be entered on a Duke Net ID login screen -  this screen, so don't enter them if you arrive at a login page on the database website itself. If this happens, contact us at reference-librarians@fuqua.duke.edu.