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data-quality skillA

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data-quality is agent-read markdown (skill) from yeaight7/agent-powerups: Use when adding or reviewing data quality tests for dbt models in warehouse-backed analytics projects. Covers dbt generic tests, singular tests (assert_*.sql), accepted-values macros, dbt_utils patterns, cross-system consistency tests, and warehouse-oriented validation. Use when writing data tests, creating assert_*.sql files, testing business logic, or validating referential integrity..

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What the file says

# Data Quality

Testing patterns for dbt projects on analytical warehouses such as BigQuery. This workflow uses **dbt tests exclusively** — no external data-quality framework required.

## Test Types

### 1. Generic Tests (in YAML files)

Defined in `.yml` files alongside models. Use `data_tests:` (not `tests:`):

```yaml
# models/core/shared/dim_teams.yml
models:
  - name: dim_teams
    columns:
      - name: id
        description: Surrogate key
        data_tests:
          - unique
          - not_null

      - name: natural_id
        description: Natural key from source
        data_tests:
          - unique
          - not_null

      - name: plan_code
        description: Subscription plan code
        data_tests:
          - accepted_values:
              values: "{{ get_plan_code_values() }}"  # Use macros, not hardcoded lists
```

### 2. Singular Tests (assert_*.sql files)

Business logic tests live in `tests/` as `assert_*.sql` files. They pass when they return **zero rows**:

```sql
-- tests/teams/assert_teams_created_before_deleted.sql
with teams as (
    select * from {{ ref('dim_teams') }}
)

select
    teams.natural_id,
    teams.created_at,
    teams.deleted_at
…

Read the whole file at its exact version.

How to install

Latest version
mdr add yeaight7/agent-powerups/data-quality@git:20260502.e5ff691
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Versions

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git:20260502.e5ff691 latest2026-05-02 e5ff691 6,597 BA view · diff
git:20260502.10bf1792026-05-02 10bf179 6,676 BA view · diff
git:20260502.9a4e79b2026-05-02 9a4e79b 6,676 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (6597 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

yeaight7/agent-powerups · 6 stars · license Apache-2.0 · pushed 2026-09-21 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_j3ffobvvlqnd7tbt
GET https://markdownregistry.com/api/v1/resolve?ref=yeaight7/agent-powerups/data-quality
GET https://markdownregistry.com/api/v1/blob/30726307db8ad89c787df8a30ab3fa30379b3e72ec2bc237520058590f3c338b

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