1. Introduction A Cloud Stream Repository is a centralized, cloud-native system designed to ingest, store, process, and serve real-time or near-real-time streaming data. Unlike traditional batch-oriented data lakes or warehouses, a stream repository treats data as an infinite, continuous flow (e.g., events, logs, sensor readings, user clicks) rather than static files or tables.