{"id":"0be39bc9-feb3-4303-9530-cea41b130059","shortId":"Dbgeqh","kind":"skill","title":"data-quality-frameworks","tagline":"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.","description":"# 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/CD\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/tests and contract rules.\n- Automate validation in CI/CD and schedule checks.\n- Set alerting, ownership, and remediation steps.\n- If detailed patterns are required, open `resources/implementation-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/implementation-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 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github topic:agent-skills · 34831 github stars · SKILL.md body (1,477 chars)","verified":false,"liveness":"unknown","lastLivenessCheck":null,"agentReviews":{"count":0,"score_avg":null,"cost_usd_avg":null,"success_rate":null,"latency_p50_ms":null,"narrative_summary":null,"summary_updated_at":null},"enrichmentModel":"deterministic:skill-github:v1","enrichmentVersion":1,"enrichedAt":"2026-04-24T06:51:00.429Z","embedding":null,"createdAt":"2026-04-18T21:35:33.900Z","updatedAt":"2026-04-24T06:51:00.429Z","lastSeenAt":"2026-04-24T06:51:00.429Z","tsv":"'alert':135 'ask':204 'autom':81,127 'avoid':148 'block':149 'boundari':212 'build':19,67 'cannot':100 'check':59,133 'ci/cd':85,130 'clarif':206 'clear':179 'comprehens':68 'contract':16,29,46,74,114,125 'criteria':215 'critic':117,150 'data':2,6,15,20,28,30,37,45,50,57,73,78,82,93,111,158 'data-quality-framework':1 'dataset':118 'dbt':12,42,69 'defin':122 'describ':183 'detail':141,166 'dimens':121 'ensur':48 'environ':195 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'topic-ai-coding' 'topic-ai-workflows' 'topic-antigravity' 'topic-antigravity-skills' 'topic-claude-code' 'topic-claude-code-skills' 'topic-codex-cli' 'topic-codex-skills' 'treat':187 'unavail':98 'undefin':96 'unrel':109 'use':17,52,88,172 'valid':8,24,66,83,102,128,161,197 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