Switch to a Hybrid Retrieval/Ranking system. Pure collaborative filtering fails at scale due to data sparsity. Use it only for the initial retrieval step to get a broad pool of items. Then, pass those items through a second ranking layer (like XGBoost or a Deep & Cross Network) that filters and scores them based on real-time metadata, user context, and categories.