A data management system with data stored in multiple disparate formats in synchronized stores, method of synchronizing the data and recovering from synchronization failures and program product therefor. Data changes in one data store are cached in a universal format in an active synchronizer and forwarded to a second store from the universal format cache. Standby synchronizers provide failover handling by identifying synchronization failures and self-selecting a replacement synchronizer to serve as the active synchronizer.