Semantic layer
Metric definitions agreed once and reused by every report and tool.
Service offering
Analytics enablement
Business teams answering their own questions from data everyone agrees on.
We help business teams answer their own questions with governed data: a semantic layer with agreed metric definitions, row-level security, and dashboards or embedded analytics built on top. Training and a support model stop self-service from turning into a sprawl of conflicting reports.
Dashboards are built for Arabic and English readers alike, with right-to-left layouts, Arabic date formats where needed and metric names agreed in both languages.
What the work involves
Row-level security
Access rules that show each user only the rows they are entitled to see.
Self-service support
Training, office hours and certified datasets, so business users build reports with confidence.
Data protection by design
Personal and sensitive data classified and access-controlled from the first pipeline.
Ownership and quality
Named data owners and quality checks, so issues are fixed at source rather than in reports.
When self-service analytics is worth enabling
It is worth enabling when the data team becomes a queue for routine reports.
- Business users wait days for simple reports.
- The same metric is calculated differently in different dashboards.
- Access to data is all or nothing, so sensitive data blocks self-service.
Talk to us about analytics enablement
Share your constraints, compliance themes and timeline. We will return a phased approach, a staffing model and a risk register for your stakeholders to review.