Capability
Analytics & Dashboards
Interactive BI dashboards, KPI tracking, real-time monitoring and behaviour analytics built on trusted data. Each view is designed around the decisions its users need to take.
We build decision-ready dashboards on top of trusted data, designed with the same engineering rigour as production systems.
01Architecture
Reference architecture
A typical arrangement of the components. Every implementation is adapted to your systems, data-residency and security requirements.
Data
- Governed datasetsdbt
- Real-time eventsClickHouse
Metric layer
- Shared metric definitionsdbt
- Access rules per role
Presentation
- Executive dashboardsPower BI · Looker
- Operational monitorsSuperset
- Embedded analyticsPlotly
Action
- Alerts and subscriptions
- Review routines
02Components
What this capability covers
01
Executive KPI views
Strategic dashboards aligned with the metrics each team is accountable for.
02
Real-time monitoring
Operational views with alerts on thresholds, drift and anomalies.
03
Behaviour analytics
Funnel, retention and cohort views for product and growth teams.
04
Embedded analytics
White-label dashboards inside SaaS products and partner portals.
03Implementation
How we implement it
Dashboards start with decisions, not charts: who looks at the view, how often and what they will do differently. Metric definitions live in one tested layer, so the same number means the same thing in every report.
- Arabic and English dashboards share one metric layer.
- Visual design follows accessibility and colour-contrast rules.
- Usage is monitored, so views that nobody uses are retired.
04Deliverables
What you receive
Decision and metric inventory
Tested metric layer
Dashboards in Arabic and English
Usage and adoption review
Technology
Technologies we work with
- Power BI
- Looker
- Metabase
- Superset
- dbt
- Postgres
- ClickHouse
- Plotly
Chosen per project and aligned with your existing standards. Listed as technologies we use, not as partnerships or endorsements.
05Use cases
Typical applications
Patterns this capability is designed for, not a list of delivered projects.
01
Operations control tower
A unified live view across plants, fleets or service regions.
02
Finance and planning
Integrated reporting with planning, variance and what-if analysis.
03
Product analytics
Behavioural insight loops for engineering, product and growth teams.
06Related
Where to go next
Industry contexts
More in Digital Platforms & Products
- Data Engineering
Pipelines, warehouses, lakehouses, big-data processing and AI-ready data preparation.
- AI-Powered Platforms
AI-enhanced websites, SaaS platforms, smart web and mobile apps and personalisation engines, with search, recommendations and assistants designed into the experience.
Next step
Scope Analytics & Dashboards for your organisation
Share your process, data and constraints. We will propose an approach, the evidence to collect first and a realistic plan.