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Dbt Data Transformation

This covers the full dbt workflow from model development to production deployment, with practical examples of staging layers, marts, and the ref/source pattern. You'll find real SQL showing incremental strategies, Jinja macros, and testing configs. The guide walks through materialization tradeoffs (view vs table vs incremental) with actual performance considerations, plus project structure conventions that match how analytics engineering teams organize code in practice. It's comprehensive enough that you could onboard someone to dbt or level up from basic models to handling complex dimensional modeling, packages, and CI/CD. The incremental models section alone is worth it if you're dealing with large event datasets.

skills.sh installs
442
GitHub stars
63
last updated
Aug 21, 2026

Install

$ npx -y skills add manutej/luxor-claude-marketplace --skill dbt-data-transformation --agent claude-code

Installs into .claude/skills of the current project.

Files

dbt Data Transformation

A comprehensive skill for mastering dbt (data build tool) for analytics engineering. This skill covers model development, testing strategies, documentation practices, incremental builds, Jinja templating, macro development, package management, and production deployment workflows.

When to Use This Skill

Use this skill when:

  • Building data transformation pipelines for analytics and business intelligence
  • Creating a data warehouse with modular, testable SQL transformations
  • Implementing ELT (Extract, Load, Transform) workflows
  • Developing dimensional models (facts, dimensions) for analytics
  • Managing complex SQL dependencies and data lineage
  • Creating reusable data transformation logic across projects
  • Testing data quality and implementing data contracts
  • Documenting data models and business logic
  • Building incremental models for large datasets
  • Orchestrating dbt with tools like Airflow, Dagster, or dbt Cloud
  • Migrating legacy ETL processes to modern ELT architecture
  • Implementing DataOps practices for analytics teams

Core Concepts

What is dbt?

Sponsors

Details

Repository
github.com/manutej/luxor-claude-marketplace
Category
Documentation
First seen
Jun 3, 2026

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