SageMaker Data Agent accelerates SQL development against Amazon Redshift and Athena by generating queries from natural language prompts while maintaining session context for multi-step analysis plans. The agent includes a one-click “Fix with AI” capability that detects and resolves query errors without requiring manual debugging.