GoldenCheck integrations

GoldenCheck plugs into the two places data-quality regressions usually slip through: warehouse models and pull requests.

dbt

Add the package to packages.yml:

packages:
  - git: "https://github.com/benseverndev-oss/goldenmatch.git"
    subdirectory: "packages/dbt/goldensuite"
    revision: main

Then run dbt deps. The package offers a SQL-native test macro and a Python runner. Use the test macro in a schema file:

models:
  - name: orders
    tests:
      - goldencheck_not_empty

Run a full scan against a model’s output:

python scripts/run_goldencheck.py orders --fail-on error
python scripts/run_goldencheck.py patients --fail-on warning --domain healthcare

The runner connects through profiles.yml, queries the model via dbt show, writes a temp CSV, runs the full profiler, and exits non-zero on findings at or above --fail-on.

Requires dbt-core 1.7+, goldencheck 0.5.0+, and Python 3.11+.

GitHub Actions

Scan CSV files in CI and post a findings summary on the pull request:

- uses: benseverndev-oss/goldencheck-action@v1
  with:
    files: "data/*.csv"
    fail-on: error
    config: goldencheck.yml
    llm-boost: true
    llm-provider: openai
  env:
    OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }}

Inputs

Input	Required	Default	Values
`files`	Yes	—	Glob pattern (for example `data/*.csv`).
`fail-on`	No	`error`	`error`, `warning`.
`config`	No	—	Path to `goldencheck.yml`.
`llm-boost`	No	`false`	`true`, `false`.
`llm-provider`	No	`anthropic`	`anthropic`, `openai`.
`python-version`	No	`3.12`	Python version string.
`version`	No	`latest`	GoldenCheck version.

Outputs

Output	Type	Description
`errors`	number	Total error count.
`warnings`	number	Total warning count.
`health-grade`	string	Worst health grade (A–F).

The action posts a summary table on the pull request and sets a pass/fail status check from the exit code.

Native acceleration & deep profiling GoldenFlow overview

Get started

Concepts

GoldenMatch

GoldenCheck

GoldenFlow

GoldenPipe

GoldenAnalysis

InferMap

SQL extensions

Reference

Research

GoldenCheck integrations

dbt

GitHub Actions

Inputs

Outputs

​dbt

​GitHub Actions

​Inputs

​Outputs

dbt

GitHub Actions

Inputs

Outputs