I am an SAP Data and Analytics Consultant with practical experience in SAP Datasphere, SAP BW/4HANA, SAP Analytics Cloud, CDS-based data extraction and enterprise data modelling. I help SAP professionals understand complex technical topics in a clear and practical way. My experience includes data integration, replication flows, modelling, source-to-target mapping, migration analysis, reporting, reconciliation and technical documentation. Through my Topmate sessions, I support professionals who are learning SAP Datasphere, planning their next career move, preparing for interviews or working through a technical challenge. My approach is practical, structured and honest. The goal is to help you understand your options, identify the right next steps and move forward with greater confidence.