For HNSW graph index-based databases (such as Qdrant and Weaviate), deleting a node requires repairing graph connections and causes graph quality degradation; IVF-based systems handle deletion more straightforwardly but require periodic reconstruction of cluster centers; Milvus uses LSM-Tree-style segment management, first marking deletions and then physically clearing them during compaction.