Build governed data models, tested analytics transformation layers, ETL pipelines, semantic datasets, and AI-ready data workflows. Partner with analysts, developers, and domain experts to define metrics, schemas, documentation, lineage, and validation frameworks. Support ML features, retrieval pipelines, unstructured data, and LLM output benchmarking while applying software engineering, compliance, and performance standards.

Lead design, implementation, and support of scalable AWS cloud infrastructure and CI/CD/IaC practices. Provide technical leadership, incident response, monitoring, automation, and continuous improvement across development teams while ensuring security, cost control, and platform reliability.