Explore agentic data engineering through this AWS re:Invent 2025 conference session that introduces AWS Analytics Model Context Protocol (MCP) Servers, specifically the Data Processing MCP Server and Amazon Redshift MCP Server. Discover how these open-source tools enable intelligent workflows across AWS Glue, Amazon EMR, Amazon Athena, and Amazon Redshift by facilitating natural language interactions with AI agents. Learn implementation strategies for MCP servers, examine real-world use cases that demonstrate their practical applications, and understand architectural patterns for effective deployment in production environments. Master best practices for building intelligent data engineering workflows that can understand and orchestrate your analytics environment, transforming complex analytics operations into simplified, conversational interactions with AI-powered agents.