Scalability Ceilings: Optimization Strategies Above 100M Ratings

MovieLens-1M is too small — in real world you work with 100M+ ratings, 10M+ items. This lesson: offline batch precomputation pattern, LSH (Locality-Sensitive Hashing), MinHash for approximate Jaccard, distributed computation with MapReduce/Spark, Redis-based serving.