This whitepaper discusses a layered, component-oriented, and logical architecture of modern analytics platforms. It also includes a reference architecture for building a serverless data platform that includes a data lake, data processing pipelines, and a consumption layer that enables several ways to analyze the data in the data lake without moving it, including business intelligence (BI) dashboarding, exploratory interactive SQL, big data processing, predictive analytics, and machine learning (ML).