Strong understanding of agentic analytics architectures and operating patterns, including tool and data access, agent identity and authorization, retrieval and grounding, orchestration, memory and context, human-in-the-loop controls, evaluation, observability, auditability, exception handling, and lifecycle management. Experience designing and operating complex data ecosystems across cloud platforms such as AWS or Google Cloud, including large-scale data integration, warehouse, lake, lakehouse, domain, API, vector, and graph capabilities.