analyzing-changes
Analyzes code changes, detects documentation drift, and evaluates change impact scope. Use when reviewing diffs, checking doc…
Data engineering knowledge reference covering Airflow, Dagster, Kafka Streams, Flink, dbt, and data quality patterns. Use when building data pipelines, ETL workflows, stream processing, or data quality checks.
Claude Code
$ npx -y skills add telagod/code-abyss --skill engineering-data-pipelines --agent claude-code
Codex
$ npx skills add telagod/code-abyss --skill engineering-data-pipelines -a codex -y
Cursor
$ npx skills add telagod/code-abyss --skill engineering-data-pipelines -a cursor -y
Gemini CLI
$ npx skills add telagod/code-abyss --skill engineering-data-pipelines -a gemini-cli -y
GitHub Copilot
$ npx skills add telagod/code-abyss --skill engineering-data-pipelines -a github-copilot -y
OpenCode
$ npx skills add telagod/code-abyss --skill engineering-data-pipelines -a opencode -y
Windsurf
$ npx skills add telagod/code-abyss --skill engineering-data-pipelines -a windsurf -y
name: engineering-data-pipelines description: Data engineering knowledge reference covering Airflow, Dagster, Kafka Streams, Flink, dbt, and data quality patterns. Use when building data pipelines, ETL workflows, stream processing, or data quality checks. user-invocable: false
> **判断先于执行**:决定「是否做 / 选什么 / 如何取舍」(栈、方案、架构、权衡)前,先读领域判断内核 `skills/_kernel/backend/SKILL.md`——它管 judgment,本秘典管 execution;冲突时以内核判断为准。
编排:Airflow(调度) | Dagster(资产) | Prefect(现代流) 流处理:Kafka Streams(嵌入式) | Flink(集群) | Spark Streaming 质量:Great Expectations | dbt tests | Soda Core
幂等(UPSERT/分区覆盖) | 增量(`WHERE updated_at > last_run`) | 事件驱动触发 | 跨 DAG 依赖 | 数据血缘(`ref()`/Asset deps)
时间语义选择 | Watermark 乱序容忍 | 状态 TTL 防膨胀 | Checkpoint 间隔 | 端到端 Exactly-Once | 背压监控
分层验证(源→转换→目标) | 完整性+准确性+一致性 | 及时性阈值 | 加权评分 | 告警(Slack/PagerDuty)
工具对比、API 用法、质量维度详见 [references/details.md](references/details.md)
Give your AI coding agent a personality. Composable persona + style + skills for Claude Code, Codex, Gemini CLI & OpenClaw. Ships Tech Persona Card v1.0 spec.
Analyzes code changes, detects documentation drift, and evaluates change impact scope. Use when reviewing diffs, checking doc…
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Ask which skill or flow fits your situation. A router over the skills in this repo.