Snowflake credit cost estimator
Estimate monthly Snowflake compute credits and cost from warehouse size, daily runtime and credit price, and compare sizes side by side.
Insights & Showcase
Data foundations, analytics engineering and AI — shown, not just told.
Field notes, playbooks and interactive work from the 205 Data Lab team. We build warehouse-first data platforms on Snowflake and dbt so AI can run reliably in real business workflows.
Featured
Why your AI pilot needs a semantic layer first
Most AI pilots stall on a boring question: what does 'revenue' mean? Define your business logic once, in code, before you point a model at it.
From the showcase
Interactive demos, dashboards and tools you can use right here in your browser.
Data quality scorecard
A sample scorecard with pass-rate KPIs, a 30-day trend and a list of failing tests, filterable by business domain.
dbt lineage explorer
An interactive lineage graph from sources through staging and intermediate models to marts. Hover any node to see what feeds it and what depends on it.
Snowflake credit cost estimator
Estimate monthly Snowflake compute credits and cost from warehouse size, daily runtime and credit price, and compare sizes side by side.
Latest
All insights →Data contracts without the ceremony
A data contract can be a YAML file and a failing build. How to get most of the benefit with almost none of the process overhead.
Data quality scorecard
A sample scorecard with pass-rate KPIs, a 30-day trend and a list of failing tests, filterable by business domain.
dbt lineage explorer
An interactive lineage graph from sources through staging and intermediate models to marts. Hover any node to see what feeds it and what depends on it.
A practical dbt project structure for Snowflake
Layers, naming, materializations and warehouse settings that keep a dbt project readable at 20 models and still readable at 2,000.
Want this for your data team?
We work project-by-project or as your fractional data team: assess, design & implement, empower.