Pinterest has to support real-time decision making while operating on petabyte-scale data. Swaminathan Sundaramurthy and Mark Cho offer an overview of Pinterest's real-time data pipeline (modeled on quasi-Kappa architecture), its impact on the company's systems, and tools and processes used and demonstrate how Pinterest models real-time ads analytics on the platform.