AWS News Blog Since 2013, Amazon Redshift has given the full power of a data warehouse in the cloud, at a fraction of the on-premises cost. Every architectural generation—from dense compute to Amazon RA3 instances , from provisioned to Amazon Redshift Serverless —has made each query cheaper, faster, and more efficient than the last. For over a decade, as data volumes have grown and analytics requirements have evolved, organizations increasingly leverage both data warehouse tables for structured, frequently-accessed data and data lakes for cost-effective storage of diverse datasets. Add AI agents to the mix and they query your data warehouse at a scale that dwarfs typical human usage, leading to spiraling operational costs. Amazon Redshift has doubled down on its core strengths to meet the demands of any workload — whether driven by humans or AI agents.…