To optimize a Django query for a large dataset, I would use select_related or prefetch_related to minimize the number of queries and reduce JOIN operations. Additionally, I’d analyze the query using Django’s debug toolbar to identify slow queries and consider indexing the database fields that are frequently accessed or filtered upon.