Streaming ETL is not always the answer

Understanding when to use streaming versus batch ETL helps you make better decisions about your data infrastructure. Streaming ETL cuts data latency from hours to seconds, giving you real-time visibility into positions, risk exposure, and trading activity as it happens. Batch ETL provides the control and auditability needed for regulatory submissions, end-of-day reconciliation, and scheduled compliance workflows. Learn which approach fits specific use cases in your operation, and why hybrid architectures let you balance speed with regulatory control without rebuilding your entire data pipeline.