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Data Pipeline Reviewer | Skills Pool

技能档案

Data Pipeline Reviewer

Use to analyze pipeline topology, coupling, dependencies, and operational risk before implementation changes.

DevSecOps-inpt0 星标2026年4月5日

职业
分类: 调试

技能内容

Purpose

Assess pipeline structure and coupling risks to reduce fragile orchestration and hidden dependency failures.

When to Use

Reviewing ETL/ELT architecture changes.
Auditing dependency edges across jobs/services.
Planning safe refactors in data processing flows.

When Not to Use

UI-only tasks unrelated to data flow.
Single-file changes with no upstream/downstream impact.

Required Inputs

Pipeline modules and orchestration entry points.
Dependency definitions and schedules.
Failure/retry semantics.

Step-by-Step Workflow

Map upstream/downstream dependencies.
Identify tight coupling and non-obvious ordering constraints.

相关技能

快速安装

Data Pipeline Reviewer

npx skillvault add DevSecOps-inpt/devsecops-inpt-deviceposture-agents-skills-data-pipeline-reviewer-skill-md

下载 Skill 打开源码仓库

作者: DevSecOps-inpt
星标: 0
更新时间: 2026年4月5日
职业

本页内容

Check failure isolation and blast radius.

Evaluate backfill/rerun behavior and data contract drift.

Recommend decoupling and guardrail improvements.

Expected Outputs

Dependency map and coupling risk summary.
Prioritized remediation actions.
Verification notes for safe rollout.

Failure and Edge-Case Handling

If runtime metadata is missing, perform static-structure review and flag gaps.
If environment access is blocked, document unverified runtime assumptions.
If multiple orchestrators exist, assess each boundary explicitly.

02

When to Use

03When Not to Use

04Required Inputs

05Step-by-Step Workflow

06Expected Outputs

07Failure and Edge-Case Handling

数据科学家

Session Logs

Search and analyze your own session logs (older/parent conversations) using jq.

OpenClaw Test Heap Leaks

Investigate `pnpm test` memory growth, Vitest worker OOMs, and suspicious RSS increases in OpenClaw using the `scripts/test-parallel.mjs` heap snapshot tooling. Use when Codex needs to reproduce test-lane memory growth, collect repeated `.heapsnapshot` files, compare snapshots from the same worker PID, triage likely transformed-module retention versus likely runtime leaks, and fix or reduce the impact by patching cleanup logic or isolating hotspot tests.

Node Connect

Diagnose OpenClaw node connection and pairing failures for Android, iOS, and macOS companion apps. Use when QR/setup code/manual connect fails, local Wi-Fi works but VPS/tailnet does not, or errors mention pairing required, unauthorized, bootstrap token invalid or expired, gateway.bind, gateway.remote.url, Tailscale, or plugins.entries.device-pair.config.publicUrl.

Openclaw Qa Testing

Run, watch, debug, and extend OpenClaw QA testing with qa-lab and qa-channel. Use when Codex needs to execute the repo-backed QA suite, inspect live QA artifacts, debug failing scenarios, add new QA scenarios, or explain the OpenClaw QA workflow. Prefer the live OpenAI lane with regular openai/gpt-5.4 in fast mode; do not use gpt-5.4-pro or gpt-5.4-mini unless the user explicitly overrides that policy.

Openclaw Secret Scanning Maintainer

Maintainer-only workflow for handling GitHub Secret Scanning alerts on OpenClaw. Use when Codex needs to triage, redact, clean up, and resolve secret leakage found in issue comments, issue bodies, PR comments, or other GitHub content.

Flags

Use when you need to check feature flag states, compare channels, or debug why a feature behaves differently across release channels.

数据科学家