The document describes the journey of building an analytics engine on MongoDB to power a new advertising platform called Yallzi. Key aspects of the journey included selecting MongoDB for its flexibility, performance and multi-language support. The design involved POI, actor and activity databases along with APIs, indexing, availability, scaling and flexible schemas. The backend was built to constantly evolve alongside the app, processing analytics in real-time to personalize advertising.