Does it support custom dbt tests?

Yes, the skill includes templates for generic dbt tests (like row count ranges) and singular tests for specific business logic.

How do data contracts work with this skill?

It provides a standardized YAML structure to define schemas, quality requirements (SodaCL), and SLAs, facilitating clear communication between data producers and consumers.

What tools does this data quality skill support?

It specifically provides patterns for Great Expectations (GX), dbt (data build tool), and YAML-based data contract specifications.

Can I use this for real-time data monitoring?

Yes, it includes patterns for checkpoints and action lists that can trigger alerts to Slack or other monitoring tools when data quality thresholds are missed.

Data Quality Frameworks

Name: Data Quality Frameworks
Author: as4584

byas4584

0•

Database Management

Implements comprehensive data validation using Great Expectations, dbt tests, and data contracts to ensure reliable data pipelines.

The Data Quality Frameworks skill provides a standardized approach to maintaining high-integrity data environments. It offers production-grade implementation patterns for industry-standard tools like Great Expectations and dbt, alongside modern data contract specifications. By focusing on critical dimensions such as completeness, uniqueness, and timeliness, this skill enables data engineers to build automated testing pyramids that catch schema drift and logic errors early in the development lifecycle.

Key Features

01Multi-dimensional data quality metric tracking

02Automated validation in CI/CD pipelines

03Great Expectations suite and checkpoint orchestration

04Data contract definition for cross-team alignment

050 GitHub stars

06Generic and singular dbt testing patterns

Use Cases

01Enforcing schema and business rules in production data warehouses

02Preventing breaking changes with data contracts between services

03Automating data monitoring and alerting via Slack or email

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add as4584/antigravity-skills data-quality-frameworks

For use in Claude.ai and ChatGPT

Download Skill