Conversational AI on Managed Iceberg: Exposing Amazon S3 Tables through MCP
Read OriginalThis article discusses a practical architecture pattern for conversational AI that uses Amazon S3 Tables (managed Apache Iceberg) and the Model Context Protocol (MCP) to provide governed, secure access to analytical data. It emphasizes avoiding raw file access and instead treating Iceberg tables as governed assets. The piece covers security, semantic context, query federation, and a builder checklist, warning against naive SQL generation approaches. It is a technical guide for IT professionals building agentic interfaces over lakehouse data.
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