Design, refine, and maintain Neo4j graph schemas. Develop computation logic for ownership changes, temporal updates, and event transitions. Build, optimize, and troubleshoot Cypher queries. Build backend services and ingestion pipelines (Python preferred). Integrate Neo4j with APIs, SQL/NoSQL sources, and analytical systems. Implement validation rules, constraints, QA checks, and auditability.