Dbt Transformation Patterns

If you're working with dbt and want to move past the getting-started phase into production-ready patterns, this gives you structured guidance on the layering conventions (staging, intermediate, marts), testing strategies, and incremental model handling that separate hobby projects from maintainable pipelines. It covers the organizational decisions that tend to cause friction on teams: naming conventions, materialization choices, CI workflows, and when to actually document things. The implementation playbook is where the detailed patterns live. Honestly, this is most useful when you're setting up a new dbt project or inheriting one that needs structure, not when you're just writing a quick transformation.