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This skill empowers developers to build and manage complex data architectures using SAP Data Intelligence Cloud. It provides expert guidance for creating data processing graphs, developing custom Gen1 and Gen2 operators, and orchestrating seamless integrations with SAP S/4HANA and BW systems. By offering patterns for Replication Flows, Machine Learning Scenario Manager, and Data Transformation Language (DTL), the skill ensures production-ready implementation of data-driven workflows while optimizing performance across Python, Node.js, and C++ subengines.