Overall experience of 8+ years in data warehousing and/or data mesh implementations with 4+ years in AWS cloud ecosystem Strong experience with distributed data processing (Spark, AWS Glue, EMR, or equivalent). Hands-on expertise with data modelling, ETL pipelines, and performance optimization. Stro