In today's digital landscape, delivering hyper-personalized experiences is paramount for marketing and advertising platforms. Achieving this requires constructing and managing expansive identity graphs capable of real-time identity resolution across billions of identities and trillions of relationships. This session delves into the methodologies and technologies essential for building such colossal identity graphs, drawing insights from industry leaders like Zeta Global and others in the marketing and ad tech domain.