Design a Personalized Marketing System

Design a personalized marketing system that can deliver tailored content and offers to users across multiple channels. Focus on building comprehensive user profiles and implementing real-time personalization algorithms. Address challenges like managing multi-channel campaigns, conducting effective A/B tests, and attributing conversions across different touchpoints.