Maintaining data consistency across a modular architecture necessitates strong data governance and integration solutions. This could include putting in place master data management (MDM) solutions, establishing data synchronization protocols, and performing data validation checks. Using a centralized data layer or a data mesh strategy can assist maintain data integrity and smooth information flow between components.