Atlas · GenAI 2026

Data Quality Management

Data quality & governance (Great Expectations, Soda)

conceptPeak: 2023Data Quality & ContractsAI consensus: 2/3

Prerequisites

  • mediumSQL

    Data quality checks often run as SQL assertions against data warehouses

Recommended reference

Reis, Housley (2022) Fundamentals of Data Engineering — Ch.8 on data quality; plus docs.greatexpectations.io

Notes from AI deep research

Anthropic Opus

Great Expectations, Soda. W GenAI: garbage in = hallucinations out jest dosadnie prawdziwe

OpenAI Deep Research

Zmniejsza 'garbage in → hallucinations out' [OA#40]

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