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quality-gates

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🇺🇸

Original

English
🇨🇳

Translation

Chinese

Analytics Quality Gates Skill

分析质量门 Skill

When to Use

使用场景

  • Designing validation steps for new models or dashboards.
  • Setting up automated data quality monitoring.
  • Running incident reviews after data breaks.
  • 为新模型或仪表板设计验证步骤。
  • 搭建自动化数据质量监控。
  • 在数据故障后开展事件复盘。

Framework

框架

  1. Test Coverage – schema, freshness, unique, referential, accepted values, volume thresholds.
  2. Alerting – severity tiers, alert channels, on-call rotation, escalation policies.
  3. Incident Response – triage checklist, communication templates, resolution targets.
  4. Change Management – approval workflow, rollback plan, audit logging.
  5. Postmortems – root cause analysis, remediation tasks, knowledge base updates.
  1. 测试覆盖 – schema、新鲜度、唯一性、引用完整性、可接受值、容量阈值。
  2. 告警机制 – 严重等级分层、告警渠道、值班轮值、升级策略。
  3. 事件响应 – 分诊检查清单、沟通模板、解决目标。
  4. 变更管理 – 审批流程、回滚计划、审计日志。
  5. 事后复盘 – 根本原因分析、修复任务、知识库更新。

Templates

模板

Templates

—
  • QA Checklist: See 
    assets/qa_checklist.md
    for validation steps.
  • Quality matrix (model/table → tests → owner → SLA).
  • Incident playbook (trigger, response steps, communication log).
  • Change request form with risk assessment.
  • QA检查清单：验证步骤请查看
    assets/qa_checklist.md
    。
  • 质量矩阵（模型/表 → 测试 → 负责人 → SLA）。
  • 事件手册（触发条件、响应步骤、沟通日志）。
  • 包含风险评估的变更请求表单。

Tips

小贴士

  • Tie quality gates to CI/CD or dbt Cloud jobs to block bad deploys.
  • Keep alert fatigue low by tuning thresholds.
  • Document every incident for future prevention.
  • 将质量门与CI/CD或dbt Cloud任务绑定，阻止不良部署。
  • 通过调整阈值降低告警疲劳。
  • 记录每一起事件以预防未来问题。