Building a Defensive CSV Intake Engine with Custom Duplicate Logic

Static duplicate rules often fail because different business contexts define 'uniqueness' differently, leading to data loss or friction. By decoupling duplicate logic into source-specific profiles, developers can create a robust intake system that allows safe, in-place data repair and maintains full auditability without mutating source files.