As enterprise data volumes continue to grow, traditional batch-oriented data platforms struggle to deliver timely, reliable insights. Manual ETL processes, rigid scheduling, and limited observability often lead to long processing windows and frequent operational failures. To address these challenges, an enterprise organization modernized its data platform by implementing a NiFi-driven On-Premise Data Warehouse (DWH) . By placing Apache NiFi   at the center of data ingestion,