--- id: great-expectations version: "1.20.0" license: Apache-2.0 license_treatment: permissive maintenance: active --- # great-expectations — Always know what to expect from your data. License: permissive · Maintenance: active · Popularity: top 1,000 on PyPI ## Install pip install great-expectations uv add great-expectations poetry add great-expectations ## Description [![Python Versions](https://img.shields.io/pypi/pyversions/great_expectations.svg)](https://pypi.python.org/pypi/great_expectations) [![PyPI](https://img.shields.io/pypi/v/great_expectations)](https://pypi.org/project/great-expectations/#history) [![PyPI Downloads](https://img.shields.io/pypi/dm/great-expectations)](https://pypistats.org/packages/great-expectations) [![Build Status](https://img.shields.io/azure-devops/build/great-expectations/bedaf2c2-4c4a-4b37-87b0-3877190e71f5/1)](https://dev.azure.com/great-expectations/great_expectations/_build/latest?definitionId=1&branchName=develop) [![pre-commit.ci Status](https://results.pre-commit.ci/badge/github/great-expectations/great_expectations/develop.svg)](https://results.pre-commit.ci/latest/github/great-expectations/great_expectations/develop) [![DOI](https://zenodo.org/badge/DOI/10.5281/zenodo.5683574.svg)](https://doi.org/10.5281/zenodo.5683574) [![Twitter Follow](https://img.shields.io/twitter/follow/expectgreatdata?style=social)](https://twitter.com/expectgreatdata) [![Slack... ## AI interpretation — verify before relying Great Expectations is a data validation and quality framework that lets you define, test, and document data expectations as expressive unit tests, then automatically generate validation reports. Verdict: Great Expectations is a mature, actively maintained data validation framework with no known vulnerabilities. Its permissive Apache-2.0 license and low install friction make it suitable for production data quality workflows. The 18 runtime dependencies are well-established libraries (pandas, numpy, pydantic, jsonschema, etc.), supporting common data science and validation tasks. [View on SkillFed](https://skillfed.io/packages/great-expectations) · [View on PyPI](https://pypi.org/project/great-expectations/)