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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

Test Coverage – schema, freshness, unique, referential, accepted values, volume thresholds.
Alerting – severity tiers, alert channels, on-call rotation, escalation policies.
Incident Response – triage checklist, communication templates, resolution targets.
Change Management – approval workflow, rollback plan, audit logging.
Postmortems – root cause analysis, remediation tasks, knowledge base updates.

测试覆盖 – schema、新鲜度、唯一性、引用完整性、可接受值、容量阈值。
告警机制 – 严重等级分层、告警渠道、值班轮值、升级策略。
事件响应 – 分诊检查清单、沟通模板、解决目标。
变更管理 – 审批流程、回滚计划、审计日志。
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。