At IBM, I build enterprise Azure data platforms for projects including Empire Company Limited (Sobeys), designing SAP ECC-to-S4HANA migration patterns, master-data alignment, reconciliation logic, and Kafka workflows for real-time pipeline status updates.
I've also built distributed Azure Data Factory and Databricks pipelines processing millions of records daily. My reusable Python and PySpark automation cut manual processing effort by 75%, while data-quality scoring, lineage tracking, and optimized datasets support dependable analytics.

