Sound Familiar?
Pipelines spread across Fivetran
Models duplicated across multiple BI tools
KPIs defined differently by each team
Every new data source causes downstream fires
Cloud costs rising without performance improvements
Engineers spend more time firefighting than building
What's Really Happening
Your architecture can't support the volume, complexity, or growth you're experiencing
What started as quick solutions became permanent infrastructure. Now you have technical debt everywhere —
and adding anything new creates two new problems.
What Needs to Happen
You need four things:
Audit
Map every pipeline, model, and dashboard
Design
Create a target-state architecture
Migrate
Move to the new system incrementally
Govern
Implement monitoring, testing, and documentation
How we solve this
Tools We Use
Observability:
Sentry
Great Expectations
Elementary
Orchestration:
Airflow
Dagster
Warehouse:
Snowflake
BigQuery
Databricks
Transformation:
dbt
