Disha emphasizes the critical need for governance in machine learning environments, particularly in regulated industries. She highlights the challenges posed by decentralized ML platforms and the importance of standardizing tools and processes to manage cloud costs and ensure compliance with regulations like GDPR and CCPA. By implementing centralized practices, companies can effectively track data ingestion and maintain the integrity of their ML models.