CDC ( Change Data Capture ) streaming pipeline for UPI ( Unified Payment Interface ) transaction using Databricks. Delta Lake and Apache Spark Structured Streaming . The Pipeline processes transaction data in real-time with CDC support,performs mechant aggregations , and provides comprehensive monitoring capabilities for financial transaction.