Template
The Metric Drift Audit Template
The spreadsheet we run on day 1 of every semantic layer engagement. Surface every place "revenue," "active customer," and "MRR" are defined across your stack — most teams find 4-7 versions of each.
Free Resources
Practitioner playbooks from the work itself.
Audits, templates, and guides we use on real engagements — released free so your team can run them yourself. No marketing-only fluff; if it's here, we've used it in production.
Guide
The Semantic Layer Synonym Map Guide
Full deep-dive on how to build a governed semantic layer with a synonym map — the 3 layers, dbt MetricFlow vs Cube vs LookML, and why AI agents on top of raw warehouses fail.
Coming soon
Snowflake Cost-Cut Audit (Coming soon)
The diagnostic we run on Snowflake accounts to find the 40-60% in cuts hiding in warehouse sizing, auto-suspend policies, and unused resource monitors.
Coming soon
dbt MetricFlow vs Cube Decision Framework (Coming soon)
A scoring rubric for choosing between dbt MetricFlow, Cube, LookML, and Lightdash based on your stack, team, and consumer profile.
Want help running one of these on your stack?
We offer a free 30-minute strategy call: walk through the audit live on one of your real metrics, get scoped recommendations, and leave with a 90-day rollout plan. No sales pitch, limited to 4 calls per month.