This whitepaper explains how Streambased reduces the cost and complexity of real-time analytics by eliminating ETL pipelines, decoupling data freshness from Iceberg optimisation, reducing Kafka storage costs, and simplifying CDC architectures through a unified query layer over Kafka and Iceberg.