Abstract: In some aspects, the techniques described herein relate to a method including: receiving, at a data management platform, incoming data; writing the incoming data to a primary database cluster; executing an incremental backup operation, wherein the incremental backup operation generates an incremental backup of the primary database cluster; storing the incremental backup of the primary database cluster in a storage location; after a predetermined amount of time, executing an incremental restore operation on a delayed database cluster, wherein the incremental restore operation restores the incremental backup of the primary database cluster to the delayed database cluster; determining a data anomaly in the incoming data; and executing a failover command, wherein the failover command redirects database queries from the primary database cluster to the delayed database cluster.

Abstract: In one example, a method for updating an application that has multiple instances running in a distributed cloud environment is disclosed. The method may include the operation of generating a dynamic property bus interface. The method may write an application property value through the dynamic property bus interface to a database for storage and propagate the property value to the multiple instances of the application in the distributed cloud environment.

Abstract: In one example, a method for updating an application that has multiple instances running in a distributed cloud environment is disclosed. The method may include the operation of generating a dynamic property bus interface. The method may write an application property value through the dynamic property bus interface to a database for storage and propagate the property value to the multiple instances of the application in the distributed cloud environment.