Deletion permanently hides the membership from your administration and public page.
You will no longer be able to assign it to any class, but previously assigned classes will remain linked to it, allowing clients who already own it to continue making reservations.
If you also want to remove it from classes, you must edit their pricing options and delete it there.
The membership will still appear in statistics so you can continue tracking revenue information.