Data Cleaning: Remove duplicates, correct misspellings, and update outdated information. Normalization: Convert data into a common format, such as using the same date format across all records. Validation: Ensure that email addresses and other critical fields are valid and correctly formatted. Segmentation: Organize data into meaningful segments for targeted campaigns.