state management , Orchestration, Data Architecture, Python, AWS, Java, Data Quality, embeddings, tool calling, lineage, PII controls, LangGraph, retrieval, guardrails, evaluation monitoring, metadata, LangChain, Indexing, GenAI systems, EKS, retries, agentic workflows, lakehouse data platform, idempotent pipelines, backfills, RAG, Governance