To optimize database transactions under high load, I would use batching to group multiple operations into a single transaction, implement read replicas for offloading read queries, and leverage database sharding to distribute write loads. Additionally, I would analyze and optimize indexes to ensure quick access to data, all while ensuring ACID properties are maintained throughout.