This whitepaper lays out the traditional analytics approaches and their challenges. It then explains why a modern data architecture is required, and how it helps solve the challenges presented by traditional analytics. This paper also provides context around how AWS Cloud analytics services provide a foundation for building this modern data architecture platform.