Design, build, and operate scalable Spark-based ETL/ELT pipelines and data platforms on AWS. Manage end-to-end data lifecycle, ensure data quality and observability, optimize performance and costs, enforce CI/CD and IaC best practices, and collaborate with stakeholders to deliver production-grade analytics solutions.