cyberneticlibrary

Build scalable data transformations

dbt-transformation-patternsskillsetup L20
Sheshiyer/skill-clusters
What it does

Build modular, tested data transformations for analytics warehouse

Best for

When you need reproducible, documented, version-controlled analytics transformations.

Inputs
  • · raw data tables
  • · dbt models (.sql)
  • · tests (.yml)
Outputs
  • · transformed tables
  • · data quality tests
  • · lineage documentation
Requires
  • · dbt-core
  • · Jinja2 templating
  • · SQL warehouse (Postgres/BigQuery/Snowflake)
Preconditions
  • · raw data layer available
  • · dbt project initialized
Failure modes
  • · circular model dependencies
  • · test coverage gaps on intermediate models
Trust signals
  • · upstream/downstream dependencies mapped
  • · test coverage per model
  • · incremental strategies