Kyle Springfield

Case Study

elt-pipeline

dbt + Snowflake ELT pipeline patterns.

data

Context

Teams adopting Snowflake often need reference ELT patterns beyond isolated SQL scripts.

Approach

Developed modular dbt + Snowflake pipeline conventions for reliable ingestion and transformation.

Architecture

Source ingestion -> Snowflake staging -> dbt model layers -> curated marts and outputs.

Results

Delivered a maintainable blueprint for analytics engineering workflows in Snowflake.

Lessons

Model layering and naming discipline prevent long-term complexity blowups.

Artifacts

If I had 2 more weeks...

Package reusable macros for cross-domain standardization.

Artifacts