Design a scalable recommendation system for an e-commerce platform. Walk through the architecture from data collection to serving personalized recommendations.

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Designing a recommendation system requires balancing multiple objectives including relevance, diversity, freshness, and business constraints while meeting strict latency requirements at scale.