BrightAgent integrates with various data stack services using the Datapiary library. This library enables BrightAgent to provide a uniform data model for each type of service, ensuring consistency and ease of use. Datapiary supports a range of service types, each of which plays a vital role in the data stack. These service types include:

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Ingestion services

These services are responsible for ingesting data from different sources and bringing it into the data stack.

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Catalog services

Catalog services provide an organized view of data assets, making it easier for users to find and use the data they need.

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Data Quality services

These services are responsible for ensuring the quality of data by detecting and addressing issues such as duplicates, missing values, and inconsistent formatting.

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Warehouse services

These services provide storage for large volumes of structured and semi-structured data.

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Notebook services

Notebook services provide an interactive environment for data analysis and visualization.

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Transformation services

These services are used to transform data, making it more suitable for analysis and insights.

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End-use services

These services are responsible for delivering data to end users in a format and manner that is most useful to them. These include table connections, downloads, BI, reverse ETL, API, and RAG endpoints. By integrating these services using Datapiary, BrightAgent can provide a comprehensive, consistent, and reliable data stack.