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data-quality-frameworks

wshobson/agents

Production patterns for implementing data quality with Great Expectations, dbt tests, and data contracts to ensure reliable data pipelines.

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Install command
npx skills add https://github.com/wshobson/agents --skill data-quality-frameworks
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About this skill
Production patterns for implementing data quality with Great Expectations, dbt tests, and data contracts to ensure reliable data pipelines. - Implementing data quality checks in pipelines - Setting up Great Expectations validation - Building comprehensive dbt test suites - Establishing data contracts between teams - Monitoring data quality metrics - Automating data validation in CI/CD - Test early - Validate source data before transformations - Test incrementally - Add tests as you find issues - Document expectations - Clear descriptions for each test - Alert on failures - Integrate with monitoring - Version contracts - Track schema changes - Don't test everything - Focus on critical columns - Don't ignore warnings - They often precede failures - Don't skip freshness - Stale data is bad data - Don't hardcode thresholds - Use dynamic baselines - Don't test in isolation - Test relationships too

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FAQ
What does data-quality-frameworks do?

Production patterns for implementing data quality with Great Expectations, dbt tests, and data contracts to ensure reliable data pipelines.

Is data-quality-frameworks good?

data-quality-frameworks does not have approved reviews yet, so SkillJury cannot publish a community verdict.

What agent does data-quality-frameworks work with?

data-quality-frameworks currently lists compatibility with Agent compatibility has not been published yet..

What are alternatives to data-quality-frameworks?

Skills in the same category include telegram-bot-builder, flutter-app-size, sharp-edges, iterative-retrieval.

How do I install data-quality-frameworks?

npx skills add https://github.com/wshobson/agents --skill data-quality-frameworks

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