This interview explores Oracle GoldenGate capabilities for real-time data replication, delivering committed transactional data for artificial intelligence AI applications, supporting distributed data fabrics and data mesh architectures, and enabling integration across databases lakehouses and open standards in multi-cloud environments. The conversation emphasizes mission-critical availability, transactional guarantees, and deployment strategies for hybrid multi-cloud and sovereign-region requirements. Jagdev Dhillon of Oracle is senior vice president of GoldenGate development. Jeff Pollock of Oracle is vice president of GoldenGate product management. Dave Vellante of theCUBE Research hosts the conversation at Oracle Data Deep Dive in New York City at the New York Stock Exchange. Dhillon states GoldenGate’s millisecond switchover capability and transactional guarantees enable continuous availability for mission-critical systems such as stock exchanges. They emphasize the platform delivers committed transactional data for artificial intelligence AI workloads while supporting distributed data fabrics and data mesh architectures and enabling integration across databases lakehouses and open standards. Pollock highlights GoldenGate’s multi-cloud hybrid and sovereign-region deployment model and its support for diverse AI model types. They underscore partnerships with Snowflake and Confluent and recommend evaluating the free GoldenGate container or Oracle Cloud Infrastructure OCI managed service for production deployments.