Kyle Springfield

Case Study

ecommerce-dbt

End-to-end dbt pipeline on DuckDB with tests, docs, and CI.

data

Context

Analytics teams need reproducible dbt patterns that cover modeling, testing, docs, and CI from day one.

Approach

Created an end-to-end e-commerce pipeline on DuckDB with layered models, schema tests, and docs generation in CI.

Architecture

Raw staging -> intermediate transforms -> marts -> schema tests/docs -> CI validation.

Results

Produced a reusable analytics engineering starter that emphasizes reliability and maintainability.

Lessons

Automated testing and docs are not polish; they are core delivery infrastructure.

Artifacts

If I had 2 more weeks...

Add semantic layer examples and freshness SLA checks.

Artifacts