Incremental Knowledge Graph Updates

Incremental update strategies: Change Detection (track document versions, use content hashing), Delta Processing (only process changed documents, merge with entity resolution), Graph Maintenance (periodically re-run community detection, prune orphaned entities, update embeddings). Best practices: Implement document registry, use database transactions, schedule periodic full re-indexing.