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    Datafold

    Data catalog, governance, lineage, MDM, data quality, access controls and observability.

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    Data Diff

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    Data quality tool that detects and visualizes differences between datasets, enabling comparison across sources and validation of data transformations.

    Data Diff & Quality Monitors (MCP)

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    Data quality tools exposed via MCP that enable coding agents to validate their work, reconcile data across sources, and debug production issues. Provides statistical comparisons and visualizations for migration verification.

    Context layer that serves lineage, business logic, usage, ontology, and organizational knowledge via MCP protocol. Enables AI coding agents to understand data semantics and produce reliable outputs.

    Data Migration Agent

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    AI-powered code translation service that migrates data pipelines between platforms (e.g., Redshift to Snowflake) with automated validation, optimization, and human review. Guarantees price, timeline, and quality through understanding of code semantics and data lineage.

    Data Quality Monitors

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    Monitoring tools exposed via MCP that enable coding agents to validate their own work, reconcile data across sources, and debug production data issues.

    Data Quality Tools via MCP

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    Data Diff and monitoring capabilities exposed through MCP protocol, allowing AI coding agents to validate their work, reconcile data across sources, and debug production issues autonomously.

    Migration Agent

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    AI-powered service that translates data pipelines and code across platforms while performing automated data validation. Uses a Data Knowledge Graph to understand pipeline context, enabling optimization and modernization during migration with guaranteed price, timeline, and quality.

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