This role spans"traditional data management"(DBMS, data modeling, warehousing, governance) and"modern cloud native/AI data engineering"on AWS, including"bronze, silver, gold patterns, Generation (RAG)"for LLMs, and data products that serve Cloud-native SaaS"application teams at global scale. Modern Data Platform on One or More Cloud Platforms Architect end-to-end pipelines across from raw to polished layers using Cloud native services such as"S3, Glue (ETL & Data Catalog), Lake Formation, Redshift, Athena, EMR/Spark, Kinesis/MSK, Step Functions, Lambda, EventBridge.