Interview Guides

You are designing a recommendation system for a travel marketplace. It suggests hotels, flights, and packages across search, home, and post-booking surfaces, and it must adapt to changing intent, seasonality, and inventory.
How would you design an end-to-end machine learning pipeline for a recommendation system at travel scale?