How does collaborative filtering work, and what are the differences between user-based and item-based approaches?

Advanced breakdown of complex concept in Recommendation Systems.

Enterprise-level explanation including distributed architecture, scaling patterns, caching strategies, monitoring, and failure handling in Recommendation Systems.