Personalization is a crucial principle in content moderation and information selection for many websites, especially in e-commerce where showing relevant products to customers is key to providing a valuable service. We will provide a practical guide to build a cloud-based near real-time recommender service. Attendees will come away with a comprehensive understanding of the business considerations and technical challenges involved in building a production-ready recommender system on AWS.