Personal identifiers are usually collected through various means such as sign-up forms, purchase histories, and website cookies. When a user signs up for a newsletter, they typically provide their name and email address, which are then stored in a customer relationship management (CRM) system. Other methods include tracking user behavior on a website to gather data like IP addresses and browsing history.