[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"skill-4cca71da-3a6d-4c5b-8fe8-911b7f8cc177":3,"$fedXy_qw-5pnzt7PH23Si3ZV8ZXUZThfJYYagJeG7SMA":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},"4cca71da-3a6d-4c5b-8fe8-911b7f8cc177","airflow-dag-patterns","构建遵循最佳实践的Apache Airflow DAGs，包括操作符、传感器、测试和部署。用于创建数据管道、编排工作流或安排批量作业时使用。","cat_life_career","mod_other","sickn33,other","---\nname: airflow-dag-patterns\ndescription: \"Build production Apache Airflow DAGs with best practices for operators, sensors, testing, and deployment. Use when creating data pipelines, orchestrating workflows, or scheduling batch jobs.\"\nrisk: safe\nsource: community\ndate_added: \"2026-02-27\"\n---\n\n# Apache Airflow DAG Patterns\n\nProduction-ready patterns for Apache Airflow including DAG design, operators, sensors, testing, and deployment strategies.\n\n## Use this skill when\n\n- Creating data pipeline orchestration with Airflow\n- Designing DAG structures and dependencies\n- Implementing custom operators and sensors\n- Testing Airflow DAGs locally\n- Setting up Airflow in production\n- Debugging failed DAG runs\n\n## Do not use this skill when\n\n- You only need a simple cron job or shell script\n- Airflow is not part of the tooling stack\n- The task is unrelated to workflow orchestration\n\n## Instructions\n\n1. Identify data sources, schedules, and dependencies.\n2. Design idempotent tasks with clear ownership and retries.\n3. Implement DAGs with observability and alerting hooks.\n4. Validate in staging and document operational runbooks.\n\nRefer to `resources\u002Fimplementation-playbook.md` for detailed patterns, checklists, and templates.\n\n## Safety\n\n- Avoid changing production DAG schedules without approval.\n- Test backfills and retries carefully to prevent data duplication.\n\n## Resources\n\n- `resources\u002Fimplementation-playbook.md` for detailed patterns, checklists, and templates.\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,176,442,"2026-05-16 13:02:19",{"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},"c5dadbab-e56c-464e-8059-098a15f5d505","1.0.0","airflow-dag-patterns.zip",5467,"uploads\u002Fskills\u002F4cca71da-3a6d-4c5b-8fe8-911b7f8cc177\u002Fairflow-dag-patterns.zip","a00595da22552f5851431316452c86db14a72c0f30c53bc6619a4b68951169c6","[{\"path\":\"SKILL.md\",\"isDirectory\":false,\"size\":1797},{\"path\":\"resources\u002Fimplementation-playbook.md\",\"isDirectory\":false,\"size\":13943}]",{"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]