TL;DR — Personalization Engine

Design a real-time personalization engine that customizes user experiences across a platform: layouts, content ordering, pricing, and recommendations. It serves decisions using user profiles, real-time signals, and ML models. Key features: Real-time user profile assembly from batch and streaming features. Multiple personalization surfaces: homepage, search, email, push.