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Data has become the operational backbone of every digital enterprise. Organizations generate information from ERP platforms, CRM systems, SaaS applications, IoT devices, customer interactions, websites, APIs, and cloud-native applications every second. While this data holds immense business value, many enterprises continue to rely on legacy ETL workflows that were designed for structured, batch-based processing rather than today's high-volume, multi-source environments.