Amazon SageMaker now supports batch writes to its Feature Store, replacing the inefficient single-record PutRecord loop. This update eliminates the connection overhead that previously forced high-throughput pipelines to make thousands of individual API calls per second. Engineers can now ingest large feature sets faster. It is a necessary operational fix for production ML pipelines.