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dbt Pipeline Generator Agent

The final assembly step. It takes the generated code and packages it into a complete, ready-to-run dbt project — the industry-standard way to run, test, and document data pipelines — then polishes it for the business.

What it does

dbt is the tool most modern data teams use to run and maintain their pipelines. This agent organises everything the previous steps produced into a proper dbt project — structured, documented, and tested — so it's ready to hand straight to an engineering team or schedule into production. It then brings in three specialists to make the project genuinely production-grade rather than just functional.

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Three specialists, working in parallel. One extracts reusable building blocks, one shapes the data into business-friendly views, and one adds automated quality tests — together they turn raw code into a maintainable, trusted product.

How it works

  1. Assemble the projectOrganises the generated code into a complete, standards-compliant dbt project structure.
  2. Add reusable logicA specialist finds repeated patterns and turns them into shared building blocks, reducing future maintenance.
  3. Shape business-ready dataA specialist refines the final tables into clean, business-friendly views ready for reporting and BI tools.
  4. Add quality testsA specialist generates automated tests so data issues are caught early, every time the pipeline runs.
  5. Final readiness checkThe whole project is verified end to end before it's delivered.

What it delivers

  • A complete, ready-to-run dbt project your engineers can use immediately
  • Reusable building blocks that keep the pipeline easy to maintain
  • Business-ready data marts shaped for reporting and analytics
  • Automated quality tests built in from day one
  • Definitions ready for BI and AI tools, including Snowflake's analytics layer
  • Documentation and a final readiness check before handover