Integrating Legacy Databases with ML Workflows on Enterprise Infrastructure Architectural Challenges in Legacy-to-ML Integration Enterprises often operate decades-old databases (e.g., Oracle, IBM DB2, mainframe VSAM) that store critical transactional data but lack APIs for modern ML pipelines. These systems produce high-value data but are isolated by proprietary protocols and rigid schemas. Traditional ETL pipelines fail …