[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"skill-b36a6aa5-8796-4872-bb9f-c43c6fc69fa7":3,"$fHuarZr3vrrRSo5xbLixsiVxXcC6uvTByjdVKSmcmZ90":43},{"id":4,"title":5,"description":6,"categoryId":7,"moduleId":8,"tags":9,"prompt":10,"icon":11,"source":12,"sourceUrl":13,"authorId":14,"authorName":15,"isPublic":16,"stars":17,"runs":18,"createdAt":19,"updatedAt":19,"module":20,"category":27,"packages":34},"b36a6aa5-8796-4872-bb9f-c43c6fc69fa7","data-quality-frameworks","使用Great Expectations、dbt测试和数据合约实施数据质量验证。在构建数据质量管道、实施验证规则或建立数据合约时使用。","cat_life_career","mod_other","sickn33,other","---\nname: data-quality-frameworks\ndescription: \"Implement data quality validation with Great Expectations, dbt tests, and data contracts. Use when building data quality pipelines, implementing validation rules, or establishing data contracts.\"\nrisk: unknown\nsource: community\ndate_added: \"2026-02-27\"\n---\n\n# Data Quality Frameworks\n\nProduction patterns for implementing data quality with Great Expectations, dbt tests, and data contracts to ensure reliable data pipelines.\n\n## Use this skill when\n\n- Implementing data quality checks in pipelines\n- Setting up Great Expectations validation\n- Building comprehensive dbt test suites\n- Establishing data contracts between teams\n- Monitoring data quality metrics\n- Automating data validation in CI\u002FCD\n\n## Do not use this skill when\n\n- The data sources are undefined or unavailable\n- You cannot modify validation rules or schemas\n- The task is unrelated to data quality or contracts\n\n## Instructions\n\n- Identify critical datasets and quality dimensions.\n- Define expectations\u002Ftests and contract rules.\n- Automate validation in CI\u002FCD and schedule checks.\n- Set alerting, ownership, and remediation steps.\n- If detailed patterns are required, open `resources\u002Fimplementation-playbook.md`.\n\n## Safety\n\n- Avoid blocking critical pipelines without a fallback plan.\n- Handle sensitive data securely in validation outputs.\n\n## Resources\n\n- `resources\u002Fimplementation-playbook.md` for detailed frameworks, templates, and examples.\n\n## Limitations\n- Use this skill only when the task clearly matches the scope described above.\n- Do not treat the output as a substitute for environment-specific validation, testing, or expert review.\n- Stop and ask for clarification if required inputs, permissions, safety boundaries, or success criteria are missing.\n","","imported","https:\u002F\u002Fgithub.com\u002Fsickn33\u002Fantigravity-awesome-skills","user_system_seed","SkillOPIC",true,160,405,"2026-05-16 13:14:02",{"id":8,"name":21,"slug":22,"icon":23,"description":24,"sort":25,"createdAt":26},"其他","other","mdi-page-next-outline","其他类型Skill",5,"2026-05-16 12:53:40",{"id":7,"name":28,"slug":29,"icon":30,"description":31,"moduleId":8,"sort":32,"skillCount":33,"createdAt":26},"职场发展","career","mdi-briefcase-outline","面试准备、简历优化、职业规划",4,575,[35],{"id":36,"skillId":4,"version":37,"fileName":38,"fileSize":39,"filePath":40,"fileHash":41,"manifest":42,"createdAt":19},"d706539d-112b-4e0f-b732-f60cc999aba6","1.0.0","data-quality-frameworks.zip",5810,"uploads\u002Fskills\u002Fb36a6aa5-8796-4872-bb9f-c43c6fc69fa7\u002Fdata-quality-frameworks.zip","f7e25be26dcc0cddef03c07e59b2b140f87e1269fd22ebc6cf6772ed255219a1","[{\"path\":\"SKILL.md\",\"isDirectory\":false,\"size\":1784},{\"path\":\"resources\u002Fimplementation-playbook.md\",\"isDirectory\":false,\"size\":15370}]",{"code":44,"message":45,"data":46},200,"success",{"items":47,"stats":48,"page":51},[],{"averageRating":49,"totalRatings":49,"ratingCounts":50},0,[49,49,49,49,49],{"limit":52,"offset":49,"hasMore":53,"nextOffset":52,"ratedOnly":16},15,false]