Always know what to expect from your data. (See https://github.com/fivetran/great_expectations for full description).

Project links

Data verified by PyPI on Sep 18, 2026
Data provided by the project maintainers, verified at the time the release was uploaded to PyPI.

Key dates

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  • Released:
Latest release

2 maintainers

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Data sourced directly from PyPI's database.
Avatar for danklynn from gravatar.com danklynn Avatar for josh.stauffer from gravatar.com josh.stauffer

Credits

Author: The Great Expectations Team

GitHub Statistics

Data verified by PyPI on Sep 18, 2026
The GitHub source repository was provided by the project maintainers and verified by PyPI at the time of upload. Stars, forks, and open issues/PRs are derived from that repository and have not been independently verified.

License

Apache Software License (Apache-2.0)

Requires

Python <3.14, >=3.10

Provides Extra

athena teradata singlestore mysql vertica dremio spark oracle redshift cloud gcs snowflake postgresql sql-server bigquery arrow hive spark-connect databricks azure excel gx-redshift pagerduty trino clickhouse test aws-secrets azure-secrets fabric gcp s3

Tags

data science testing pipeline data quality dataquality validation datavalidation

Classifiers

Report project as malware

Release files for great-expectations 1.23.1

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for great-expectations 1.23.1
File Size Uploaded
great_expectations-1.23.1.tar.gz 37.0 MB Details

Built distribution (wheel)

Table of built distributions (wheels) for great-expectations 1.23.1
File Interpreter ABI Platform
great_expectations-1.23.1-py3-none-any.whl 5.7 MB Python 3 none any Details

Total release size:42.7 MB

Release files / great_expectations-1.23.1.tar.gz

Download URL great_expectations-1.23.1.tar.gz
Size 37.0 MB
Tags Source
SHA-256 checksum
How to use checksums 		28c768e2d0b227fb3cfa3df4fcf235f6104cdb01a0f3c76b778307e09d707bbb
BLAKE2b-256 checksum
How to use checksums 		b43950a8d48d807d0acea4e44e38f5565177171fa50a08487e2fd4b4c015ede5
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PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Sep 18, 2026.

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Identity
Publishing platform
GitHub Actions
Publishing repository
github.com/fivetran/great_expectations
Publishing commit
github.com/fivetran/great_expectations/tree/b6bf1ed79571d652eee159420b6095ce1fb53db5
Workflow
Publishing configuration
github.com/fivetran/great_expectations/blob/b6bf1ed79571d652eee159420b6095ce1fb53db5/.github/workflows/ci.yml
Publishing logs
github.com/fivetran/great_expectations/actions/runs/35358439075/attempts/1
Artifact
Subject
great_expectations-1.23.1.tar.gz
SHA-256 checksum
28c768e2d0b227fb3cfa3df4fcf235f6104cdb01a0f3c76b778307e09d707bbb Verifying attestations

Release files / great_expectations-1.23.1-py3-none-any.whl

Download URL great_expectations-1.23.1-py3-none-any.whl
Size 5.7 MB
Tags Python 3
SHA-256 checksum
How to use checksums 		40a41028673df1109a301318291b00c70272bafe97662d7455c37c532203276c
BLAKE2b-256 checksum
How to use checksums 		13909c4f8cca87018df09db25f380e5b0fc488f59bf9191e863a650e48f28b95
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Uploaded using Trusted Publishing?
What is trusted publishing? 		Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Sep 18, 2026.

Transparency log
Identity
Publishing platform
GitHub Actions
Publishing repository
github.com/fivetran/great_expectations
Publishing commit
github.com/fivetran/great_expectations/tree/b6bf1ed79571d652eee159420b6095ce1fb53db5
Workflow
Publishing configuration
github.com/fivetran/great_expectations/blob/b6bf1ed79571d652eee159420b6095ce1fb53db5/.github/workflows/ci.yml
Publishing logs
github.com/fivetran/great_expectations/actions/runs/35358439075/attempts/1
Artifact
Subject
great_expectations-1.23.1-py3-none-any.whl
SHA-256 checksum
40a41028673df1109a301318291b00c70272bafe97662d7455c37c532203276c Verifying attestations

Release history Release notifications | RSS feed

This release

1.23.1 This release

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