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Awesome GitHub RepositoriesData Pipeline Validation Frameworks

Frameworks designed to verify data integrity at specific stages of a data processing pipeline.

Distinct from Pipeline Validation: None of the candidates capture the specific identity of a validation-first framework for data pipelines.

Explore 1 awesome GitHub repository matching data & databases · Data Pipeline Validation Frameworks. Refine with filters or upvote what's useful.

Awesome Data Pipeline Validation Frameworks GitHub Repositories

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  • unionai-oss/panderaAvatar von unionai-oss

    unionai-oss/pandera

    4,382Auf GitHub ansehen↗

    Pandera is a data pipeline validation framework and statistical type validation tool. It functions as a library for defining and enforcing schemas on datasets to ensure data quality and consistency, specifically providing validation capabilities for Pandas dataframes. The project includes a schema inference tool that automates setup by analyzing existing dataset samples to generate validation schemas. It also serves as a synthetic data generator, creating artificial datasets based on predefined schemas to verify data-producing functions. The framework covers data engineering quality assuranc

    Acts as a comprehensive framework for verifying data integrity at various stages of a processing pipeline.

    Pythonassertionsdata-assertionsdata-check
    Auf GitHub ansehen↗4,382
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