If an email consistently fails to be delivered after multiple retry attempts, it may be best to remove that email address from your list. Persistently undeliverable emails can harm your sender reputation and reduce the overall effectiveness of your email campaigns. Consider sending a final notification to the recipient via an alternative method before removing them from your list.