Metrics: semantic layer vs SaaS-defined KPIs

Metrics: semantic layer vs SaaS-defined KPIs

Four reads on where your numbers should be defined.

1️⃣ The semantic layer pitch — define revenue once and let every tool read it, instead of redefining it in five dashboards. Source: dbt Labs blog.
2️⃣ Cube vs dbt Semantic Layer — Cube ships an API and caching for apps; dbt's keeps definitions next to your models. Via Cube blog.
3️⃣ When metrics drift — the failure mode where Amplitude, your BI tool, and finance each report a different MRR. Source: Locally Optimistic.
4️⃣ Headless BI vs another dashboard — the case for a metrics API over buying yet another visualization seat. Via Modern Data Stack newsletter.

Skip if one team owns all reporting. Essential if 'what's our active user count' has three answers.

That's the stack for this week. Forward to a teammate.