Service 03
Analytics, BI and Metrics
Governed golden datasets, a semantic layer, self-service enablement, executive and finance reporting.
The problem
Same metric, three different numbers.
Finance, product and the executive team each report a different figure for the same question. Analysts spend their time reconciling dashboards instead of answering new questions, and trust in the data erodes. Fixing it means agreeing definitions once and building them into the stack.
What we build
Numbers the business can rely on.
Governed, documented tables for the entities and events that matter most.
Metric definitions written once and reused by every dashboard and tool.
A small set of trusted views for leadership, with clear definitions behind every number.
Revenue and subscription reporting, such as ARR roll-forwards, that reconciles with the books.
Curated models and training so teams answer their own questions safely.
Dashboards that stay fast, consistent and maintainable as usage grows.
How we engage
A fixed-scope review of your key metrics, definitions and reporting stack.
1–4 engineers in your team to build the semantic layer and reporting.
Example deliverables
- A governed semantic layer with documented metrics
- Golden datasets for core business entities
- Executive and finance dashboards
- A metric dictionary your teams can search
- Training and handover for analysts
Typical stack
- Your warehouse
- Transformation tooling
- Semantic layer
- BI tools
- Data catalog
- SQL
- Python
We work with the tools you already run.
Related services
Book a call
Tell us what you are trying to ship.
A 30 minute call with us. We will tell you plainly whether we can help.
Or email info@7data.io