Data platforms
Data warehouses and BI for governed decisions
We connect key sources, align metrics and create a dependable platform for reporting, analytics and AI.
Discuss your project →One foundation for analytics
When departments calculate the same metric differently, decisions slow down. We define the data model, calculation rules and quality ownership.
- DWH and lakehouse architecture
- CRM, ERP and system integration
- Data models and reference data
- BI dashboards and refresh monitoring
Architecture for your environment
The solution can run in cloud, on-premise or hybrid environments. Technology choices follow an assessment of volume, update frequency, access and team capabilities.
Designed to evolve
We document flows and models, configure monitoring and transfer knowledge. This reduces tool dependency and simplifies adding new sources.
Fit before scope
Is this the right starting point?
Use these criteria for an initial orientation. The final recommendation follows a review of your context, data and constraints.
A good fit when
- Data and measures are fragmented across several systems
- Reporting or analytics are required repeatedly
- Source owners can align definitions and access
Resolve this first when
- Only one ad hoc report is needed
- Access to critical sources is unavailable
- The team cannot align metric formulas and reference data
A verifiable first stage
What you can use to make the next decision
The exact scope is agreed before work begins. These are typical decision artefacts, not promised business results.
Target architecture
Sources, integrations, storage, access, refresh and quality-control design.
Data model
Agreed entities, measures, reference data and rules for a single source of truth.
Delivery roadmap
Source-onboarding waves, verification outputs and inputs for budget and team planning.
Five questions · no datasets or credentials
Frequently asked questions
Frequently asked questions
Must we replace our BI system?
No. We first assess the existing stack and retain components that remain fit for purpose.
Ideas on this topic