System Design

What strategies would you employ to handle data sparsity and scalability challenges in a recommendation system?

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Interview question asked to Technical Program Managers, Engineering Managers, Software Engineers and other roles interviewing at Shopify, Visa, Boston Scientific and others: What strategies would you employ to handle data sparsity and scalability challenges in a recommendation system?.