Data Collection: Gathering all the email addresses from different sources such as sign-up forms, previous campaigns, and purchased lists. Normalization: Standardizing the data format to ensure consistency. For instance, converting all email addresses to lowercase. Comparison: Using algorithms to compare email addresses and identify duplicates. Elimination: Removing duplicate entries from the database.