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dbt-transformation-patterns Master dbt (data build tool) for analytics engineering with model organization, testing, documentation, and incremental strategies. Use when building data transformations, creating data models, or implementing analytics engineering best practices.
npx skills add sickn33/antigravity-awesome-skills --skill dbt-transformation-patterns agentic-skills ai-agents antigravity claude-code mcp ai-workflows
dbt Transformation Patterns
Production-ready patterns for dbt (data build tool) including model organization, testing strategies, documentation, and incremental processing.
Use this skill when
Building data transformation pipelines with dbt
Organizing models into staging, intermediate, and marts layers
Implementing data quality tests and documentation
Creating incremental models for large datasets
Setting up dbt project structure and conventions
Do not use this skill when
The project is not using dbt or a warehouse-backed workflow
You only need ad-hoc SQL queries
There is no access to source data or schemas
Instructions
Define model layers, naming, and ownership.
Implement tests, documentation, and freshness checks.
Choose materializations and incremental strategies.
Optimize runs with selectors and CI workflows.
If detailed patterns are required, open resources/implementation-playbook.md.
Resources
resources/implementation-playbook.md for detailed dbt patterns and examples.
Limitations
Use this skill only when the task clearly matches the scope described above.
Do not treat the output as a substitute for environment-specific validation, testing, or expert review.
Stop and ask for clarification if required inputs, permissions, safety boundaries, or success criteria are missing. Create or update AgentSkills. Use when designing, structuring, or packaging skills with scripts, references, and assets.
Create or update AgentSkills. Use when designing, structuring, or packaging skills with scripts, references, and assets.
Set up and use 1Password CLI (op). Use when installing the CLI, enabling desktop app integration, signing in (single or multi-account), or reading/injecting/running secrets via op.
CLI to manage emails via IMAP/SMTP. Use `himalaya` to list, read, write, reply, forward, search, and organize emails from the terminal. Supports multiple accounts and message composition with MML (MIME Meta Language).
Create or update AgentSkills. Use when designing, structuring, or packaging skills with scripts, references, and assets.
Create or update AgentSkills. Use when designing, structuring, or packaging skills with scripts, references, and assets.
Set up and use 1Password CLI (op). Use when installing the CLI, enabling desktop app integration, signing in (single or multi-account), or reading/injecting/running secrets via op.
CLI to manage emails via IMAP/SMTP. Use `himalaya` to list, read, write, reply, forward, search, and organize emails from the terminal. Supports multiple accounts and message composition with MML (MIME Meta Language).