Skip to main content

tff-core

Core architectural linter and fitness function engine for data transformation pipelines.

tff-core executes layer boundary validation, structural graph policies, schema contracts, and duplicate logic detection across dbt, SQLMesh, and Google Cloud Dataform projects.

Installation

Install tff-core with the adapter corresponding to your transformation engine:

# dbt adapter
pip install "tff-core[dbt]"

# SQLMesh adapter
pip install "tff-core[sqlmesh]"

# Dataform adapter
pip install "tff-core[dataform]"

# All adapters
pip install "tff-core[all]"

Architecture

Subsystem Function & Scope
AST & Semantic Parser Extracts AST nodes and semantic relationships using SQLGlot without database connections.
Check Registry Unified execution harness evaluating layer integrity, syntax bans, and duplicate CTEs.
Health Scoring Computes weighted quality metrics (0–100) and penalty distributions.
Adapter Interface Normalizes project manifests and configurations across pipeline engines.

Documentation

For CLI usage, configuration specifications, and rule authoring, refer to the main documentation and the tff repository.

License

Distributed under the MIT License.

Metadata

Release files for tff-core 0.26.0

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

Source distribution (sdist)

Source distribution for tff-core 0.26.0
File Size Uploaded Provenance Actions
tff_core-0.26.0.tar.gz 291.3 kB With provenance Details for tff_core-0.26.0.tar.gz

Built distribution (wheel)

Table of built distributions (wheels) for tff-core 0.26.0
File Interpreter ABI Platform Actions
tff_core-0.26.0-py3-none-any.whl Python 3 none any Details for tff_core-0.26.0-py3-none-any.whl

Total release size: 464.8 kB

Release files / tff_core-0.26.0.tar.gz

Download URL tff_core-0.26.0.tar.gz
Size 291.3 kB
Tags Source
SHA-256 checksum
How to use checksums
35d63142d3c546e7416f253666d2f048fd1415b0d3580971463bad02cb0e6f64
BLAKE2b-256 checksum
How to use checksums
7d20fb1a8686f76748b40ee3b76cf9b2efd5f42d84c8818d6a03b2791a1e3ab1
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

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 Oct 22, 2026.

Transparency log

Release files / tff_core-0.26.0-py3-none-any.whl

Download URL tff_core-0.26.0-py3-none-any.whl
Size 173.5 kB
Tags Python 3
SHA-256 checksum
How to use checksums
42fff805b140799d0cfb147545fc1e16cbbd4a81dbdaca4ac6a2920266fb554e
BLAKE2b-256 checksum
How to use checksums
4e670ef97ff60273131a878b179886c57d7bf88173cb0c28a89dfc0fdb9d2af1
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.16

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 Oct 22, 2026.

Transparency log

Security for tff-core 0.26.0

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.

Full provenance

Both files in this release have been uploaded with provenance metadata.

Select from 2 files

Attestation for tff_core-0.26.0.tar.gz

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 Oct 22, 2026.

Transparency log

A note on package security

PyPI is a repository for distributing packages, not a service for auditing them. While third-party security researchers and our staff do their best to detect and remove malicious packages, PyPI cannot guarantee the quality, security or suitability of any given package.

To learn more about protecting yourself from malicious actors, visit our package security documentation.

Release history Release notifications | RSS feed

This release

0.26.0 This release

2 release files Full provenance

Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page