refactoring-dbt-models SKILL.md skillA

refactoring-dbt-models from altimateai/data-engineering-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add altimateai/data-engineering-skills/refactoring-dbt-models@git:20260121.476f750

Pins git:20260121.476f750 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
altimateai/data-engineering-skills
Path
skills/dbt/refactoring-dbt-models/SKILL.md
Versions recorded
1
Latest version
git:20260121.476f750, committed Jan 21, 2026
Size
4,713 bytes
Repository stars
129
License
MIT

Safely refactors dbt models with downstream impact analysis. Use when restructuring dbt models for: (1) Task mentions "refactor", "restructure", "extract", "split", "break into", or "reorganize" (2) Extracting CTEs to intermediate models or creating macros (3) Modifying model logic that has downstream consumers (4) Renaming columns, changing types, or reorganizing model dependencies Analyzes all downstream dependencies BEFORE making changes.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# dbt Refactoring

**Find ALL downstream dependencies before changing. Refactor in small steps. Verify output after each change.**

## Workflow

### 1. Analyze Current Model

```bash
cat models/<path>/<model_name>.sql
```

Identify refactoring opportunities:
- CTEs longer than 50 lines → extract to intermediate model
- Logic repeated across models → extract to macro
- Multiple joins in sequence → split into steps
- Complex WHERE clauses → extract to staging filter

### 2. Find All Downstream Dependencies

**CRITICAL: Never refactor without knowing impact.**

```bash
# Get full dependency tree (model and all its children)
dbt ls --select model_name+ --output list

# Find all models referencing this one
grep -r "ref('model_name')" models/ --include="*.sql"
```

**Report to user:** "Found X downstream models: [list]. These will be affected by changes."

### 3. Check What Columns Downstream Models Use

**BEFORE changing any columns, check what downstream models reference:**

```bash
# For each downstream model, check what columns it uses
cat models/<path>/<downstream_model>.sql | grep -E "model_name\.\w+|alias\.\w+"
```
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add altimateai/data-engineering-skills/refactoring-dbt-models@sha256:738c129ceb493650

The line at the top of this page pins the label git:20260121.476f750, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_d65iq5chiyzlsr6c.svg)](https://markdownregistry.com/a/art_d65iq5chiyzlsr6c)

2 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 1 version of this file, committed on Jan 21, 2026.

versioncommittedcommitsizeaudit
git:20260121.476f750 latest2026-01-21 476f750 4,713 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (4713 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

altimateai/data-engineering-skills · 129 stars · license MIT · pushed 2026-10-23 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_d65iq5chiyzlsr6c
GET https://markdownregistry.com/api/v1/resolve?ref=altimateai/data-engineering-skills/refactoring-dbt-models
GET https://markdownregistry.com/api/v1/blob/738c129ceb4936500cc3e09ad2347acf9d16ddab9773fc99aa018079d3708fbd

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

More from altimateai/data-engineering-skills

altimate-code SKILL.md skill
altimateai/data-engineering-skills · skills/altimate-code/SKILL.md · Delegates dbt and warehouse work to altimate-code, a specialized CLI agent with 100+ purpose-built data tools. USE THIS…
git:20260615.a13847e · audit A · 129 stars
optimizing-databricks-sql SKILL.md skill
altimateai/data-engineering-skills · skills/databricks/optimizing-databricks-sql/SKILL.md · Analyze DBSQL queries, including SQL embedded in notebooks (`spark.sql(...)`, `%sql` cells), for anti-patterns, lint…
git:20260925.705c68b · audit A · 129 stars
creating-dbt-models SKILL.md skill
altimateai/data-engineering-skills · skills/dbt/creating-dbt-models/SKILL.md · Creates dbt models following project conventions. Use when working with dbt models for: (1) Creating new models (any…
git:20260121.476f750 · audit A · 129 stars
debugging-dbt-errors SKILL.md skill
altimateai/data-engineering-skills · skills/dbt/debugging-dbt-errors/SKILL.md · Debugs and fixes dbt errors systematically. Use when working with dbt errors for: (1) Task mentions "fix", "error"…
git:20260121.476f750 · audit A · 129 stars
developing-incremental-models SKILL.md skill
altimateai/data-engineering-skills · skills/dbt/developing-incremental-models/SKILL.md · Develops and troubleshoots dbt incremental models. Use when working with incremental materialization for: (1) Creating…
git:20260206.c45120a · audit A · 129 stars
documenting-dbt-models SKILL.md skill
altimateai/data-engineering-skills · skills/dbt/documenting-dbt-models/SKILL.md · Documents dbt models and columns in schema.yml. Use when working with dbt documentation for: (1) Adding model…
git:20260121.476f750 · audit A · 129 stars
migrating-sql-to-dbt SKILL.md skill
altimateai/data-engineering-skills · skills/dbt/migrating-sql-to-dbt/SKILL.md · Converts legacy SQL to modular dbt models. Use when migrating SQL to dbt for: (1) Converting stored procedures, views…
git:20260121.476f750 · audit A · 129 stars
testing-dbt-models SKILL.md skill
altimateai/data-engineering-skills · skills/dbt/testing-dbt-models/SKILL.md · Adds schema tests and data quality validation to dbt models. Use when working with dbt tests for: (1) Adding or…
git:20260121.476f750 · audit A · 129 stars
finding-expensive-queries SKILL.md skill
altimateai/data-engineering-skills · skills/snowflake/finding-expensive-queries/SKILL.md · Finds and ranks expensive Snowflake queries by cost, time, or data scanned. Use when: (1) User asks to find slow…
git:20260121.476f750 · audit A · 129 stars
optimizing-query-by-id SKILL.md skill
altimateai/data-engineering-skills · skills/snowflake/optimizing-query-by-id/SKILL.md · Optimizes Snowflake query performance using query ID from history. Use when optimizing Snowflake queries for: (1) User…
git:20260121.476f750 · audit A · 129 stars
optimizing-query-text SKILL.md skill
altimateai/data-engineering-skills · skills/snowflake/optimizing-query-text/SKILL.md · Optimizes Snowflake SQL query performance from provided query text. Use when optimizing Snowflake SQL for: (1) User…
git:20260121.5b69ef4 · audit A · 129 stars
snowflake-dbt-model-refactoring SKILL.md skill
altimateai/data-engineering-skills · skills/snowflake/snowflake-dbt-model-refactoring/SKILL.md · Refactor a bloated dbt model on Snowflake safely and produce a quantified before/after report that explains **which…
git:20261015.01c534a · audit A · 129 stars

Every file in altimateai/data-engineering-skills

Browse by kind, by grade A, or by owner.