Include PDF welcome package attachment with email receipt
You can set up Scheduled Reminders to fire x hours after Membership Start/Join Date - and specify which membership types these relate to.

You should therefore either be able to attach the PDF to these, or, better in many cases, provide a link to the PDF so the attachment isn't part of the email.