A self-healing connector adapts when a Target Payroll System changes file format, adds a field, or restructures output. Traditional connectors break on any change because they rely on fixed schemas and column positions. datascalehr’s connectors use schema-on-read. The system identifies data based on content, patterns, and context rather than position or header name. KMod recognizes the new structure as a variant of patterns already learned.