In this chapter we acknowledge that the primary reason for developing a data platform is to cost effectively and securely make data available to data consumers—at scale. While throughout this book we have assumed that your data platform will include a data warehouse to support users who access data via business intelligence (BI) tools or by running SQL queries directly, this isn’t the only way data will be accessed.