luanmorenommaciel/agentspec/data-engineering-guide
Claude Code and agent skill by luanmorenommaciel/agentspec
- community
Checking that the SKILL.md file is still in the repository.
Data engineering expertise for pipelines, schemas, data quality, SQL, lakehouse, and streaming. Use PROACTIVELY when the user discusses data pipelines, ETL/ELT, schema design, dimensional modeling, data quality checks, SQL optimization, dbt models, Spark jobs, Airflow DAGs, streaming pipelines, lakehouse architecture, or data contracts.
Install
npx vskill@latest install luanmorenommaciel/agentspec/data-engineering-guideSKILL.md
Data Engineering Guide
You have access to 23 specialized knowledge base domains and 15+ data engineering agents. Route the user to the right tool based on their task.
Quick Routing
| User Task | Command | Agent | |
|---|---|---|---|
| Design a data pipeline / DAG | /agentspec:pipeline | pipeline-architect | |
| Design a schema / star schema / data model | /agentspec:schema | schema-designer | |
| Add data quality checks | /agentspec:data-quality | data-quality-analyst | |
| Review SQL performance | /agentspec:sql-review | sql-optimizer | |
| Choose table format (Iceberg/Delta) | /agentspec:lakehouse | lakehouse-architect | |
| Build RAG / embedding pipeline | /agentspec:ai-pipeline | ai-data-engineer | |
| Create a data contract | /agentspec:data-contract | data-contracts-engineer | |
| Migrate legacy ETL | /agentspec:migrate | dbt-specialist + spark-engineer |
Knowledge Domains Available
| Category | Domains | |
|---|---|---|
| Core DE | dbt, spark, airflow, streaming, sql-patterns | |
| Data Design | data-modeling, data-quality, medallion | |
| Infrastructure | lakehouse, cloud-platforms, aws, gcp, microsoft-fabric, lakeflow, terraform | |
| AI & Modern | ai-data-engineering, genai, prompt-engineering, modern-stack | |
| Foundations | pydantic, python, testing |
How Agents Use Knowledge
- Agent reads KB index at
${CLAUDE_PLUGIN_ROOT}/kb/{domain}/index.md - Loads specific pattern/concept file matching the task
- Falls back to MCP if KB insufficient (max 3 MCP calls)
- Calculates confidence from evidence matrix
When to Suggest Commands
- User mentions "dbt model" or "staging model" →
/agentspec:schemaor delegate to dbt-specialist - User mentions "pipeline" or "DAG" or "orchestration" →
/agentspec:pipeline - User mentions "data quality" or "expectations" or "tests" →
/agentspec:data-quality - User mentions "slow query" or "optimize SQL" →
/agentspec:sql-review - User mentions "Iceberg" or "Delta Lake" or "table format" →
/agentspec:lakehouse - User mentions "RAG" or "embeddings" or "vector" →
/agentspec:ai-pipeline - User mentions "contract" or "SLA" or "schema governance" →
/agentspec:data-contract - User mentions "migrate" or "legacy" or "SSIS" or "Informatica" →
/agentspec:migrate
Security
- Security scanPassed, 95 of 100Pattern checks on the skill's files.
- Model reviewPassed
Quality evaluation
- Task evaluationNot runNo evaluation yet. Run one in Skill Studio.
Source
- SKILL.md in the repositoryCheckingplugin/skills/data-engineering-guide/SKILL.md
Popularity
- Repository stars
- 184
- Repository forks
- 91
- 7-day trend score
- 26
Stars and forks are for the whole GitHub repository, not this skill alone. Refreshed 20 May 2026, 5 months ago.
Works with
Any agent vskill installs to: 56 targets in all. These 39 have a page on this site.
- Claude Code
- Cursor
- GitHub Copilot
- Windsurf
- Codex
- Gemini CLI
- Cline
- Amp
- Roo Code
- Goose
- Continue
- Kilo Code
- Junie
- Trae
- OpenHands
- Qwen Code
- AI Agent
- Tabnine Chat
- Sourcegraph Cody
- Amazon Q
- Firebase Genkit
- Sweep
- Devin
- Phind
- Mentat
- Claude Desktop
- Aider
- GPT Pilot
- Plandex
- bolt.new
- v0
- Replit Agent
- Anse
- TypingMind
- BetterChatGPT
- LibreChat
- Warp AI
- Pieces
- Fig AI
Embed badge
[](https://verified-skill.com/skills/luanmorenommaciel/agentspec/data-engineering-guide)