Cloud-based analytics solutions allow companies to radically reimagine scale, by creating an ecosystem that leverages cloud-based analytics tools, the data problem shifts to become a data solution. Augmented analytics, predictive analytics, machine learning (ML) and intelligent data storage in cloud warehouses are the layers within a highly agile and capable cloud analytics stack. This stack allows for companies to store and process large volumes of data in a scalable and elastic manner, while also providing greater visibility into the data and the ability to treat data as a product.