senior-data-engineerlisted
Install: claude install-skill mdnaimul22/human-skills
# Senior Data Engineer
Production-grade data engineering skill for building scalable, reliable data systems.
## Table of Contents
1. [Trigger Phrases](#trigger-phrases)
2. [Quick Start](#quick-start)
3. [Workflows](#workflows)
4. [Architecture Decision Framework](#architecture-decision-framework)
5. [Tech Stack](#tech-stack)
6. [Reference Documentation](#reference-documentation)
7. [Troubleshooting](#troubleshooting)
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## Trigger Phrases
Activate this skill when you see:
**Pipeline Design:**
- "Design a data pipeline for..."
- "Build an ETL/ELT process..."
- "How should I ingest data from..."
- "Set up data extraction from..."
**Architecture:**
- "Should I use batch or streaming?"
- "Lambda vs Kappa architecture"
- "How to handle late-arriving data"
- "Design a data lakehouse"
**Data Modeling:**
- "Create a dimensional model..."
- "Star schema vs snowflake"
- "Implement slowly changing dimensions"
- "Design a data vault"
**Data Quality:**
- "Add data validation to..."
- "Set up data quality checks"
- "Monitor data freshness"
- "Implement data contracts"
**Performance:**
- "Optimize this Spark job"
- "Query is running slow"
- "Reduce pipeline execution time"
- "Tune Airflow DAG"
---
## Quick Start
### Core Tools
```bash
# Generate pipeline orchestration config
python scripts/pipeline_orchestrator.py generate \
--type airflow \
--source postgres \
--destination snowflake \
--schedule "0 5 * * *"
# Validate data quality
python scripts/data_quality_valid