One metric store. Many decisions.
A semantic layer and KPI dashboards that keep definitions consistent-no more dueling spreadsheets.
Why a Semantic Layer?
Consistent definitions; self-serve without data drift.
Everyone speaks the same language when talking about metrics.
One Metric Store
Single source of truth for all business definitions
No Data Drift
Governed definitions prevent inconsistent reporting
Self-Serve Access
Teams explore data without waiting for IT
Embedded Analytics
Drop dashboards into your apps and portals
Industry Templates (Starter Packs)
Retail
- Revenue & GMV tracking
- AOV & conversion rates
- Inventory coverage
- Reorder risk alerts
Healthcare Ops
- Appointment volumes
- Turnaround times
- Adherence indicators
- Resource utilization
Finance/FP&A
- Runway & burn rate
- Budget variance
- Cohort LTV
- Unit economics
*Note: Healthcare templates use generic ops indicators, no PHI
Self-Serve & Governance
Role-Based Views
Each user sees only the data they're authorized to access
- Department-specific dashboards
- Field-level permissions
- Custom metric access
- Automatic filtering
Filters & Drill-Downs
Explore data without compromising governance
- Interactive drill-downs
- Time period comparisons
- Segment analysis
- Custom groupings
Export with Watermarking
Share insights safely with audit trails
- PDF/CSV exports
- Watermarked reports
- Download tracking
- Usage analytics
Metric Definitions (Sample)
Full metric dictionary available in product
FAQ
Q: Can we keep Tableau/Power BI?
A: Yes-use the semantic layer as the governed source. Dataswain integrates with your existing BI tools.
Q: How do we stop ad-hoc chaos?
A: Central metric definitions + review workflow ensure everyone uses the same trusted metrics.
Q: Can non-technical users explore data?
A: Yes, via curated filters and glossary. Self-serve access without breaking governance.
See the Analytics Hub in action
Book a demo to explore dashboards, metric definitions, and self-serve analytics.