A development operations manager at a nonprofit preparing to migrate from one CRM platform (e.g., Raiser's Edge, Salesforce NPSP, Bloomerang, or Virtuous) to another needs to audit the current database, clean data before migration, map data fields, and build a post-migration data hygiene protocol.