Free Resource · Lead Magnet
The Metric Drift Audit Template
The spreadsheet we run on day one of every semantic layer engagement. Surface every place “revenue,” “active customer,” and “MRR” are defined across your stack — and how badly they disagree.
What's in it
- →Pre-filled rows for the 5 metrics that drift the most: revenue, active customer, MRR, pipeline, retention.
- →10 columns covering source system, owner, SQL location, calculation logic, grain, filters, and last-validated date.
- →Worked examples showing the 4-7 definitions of each metric hiding in real data stacks.
- →A read-out section so you can show the result to your CFO and fund the cleanup.
Who it's for
- →Heads of Data, Analytics Engineering Leads, and VP Data planning a semantic layer rollout (dbt, Cube, LookML, MetricFlow).
- →Teams putting an AI agent in front of the warehouse who can't afford the chatbot to invent definitions.
- →Anyone whose CFO has asked “why does Finance say $4.2M and Sales says $4.7M?” in the last quarter.
Get the template
Work email required. We'll send the link to your inbox and start the download.
Want us to run the audit with you?
We offer a free 60-minute Semantic Layer Strategy Call: a live walkthrough of the audit on one of your real metrics, a scoped recommendation on dbt MetricFlow vs. Cube vs. Looker for your stack, and a 90-day rollout plan you can run yourself or with us. Limited to 4 calls per month.
Want the full thinking behind this?
Read: The Semantic Layer Is the Synonym Map →