Data, BI & Management Reporting
We build the layer where management accounting meets modern BI: KPI libraries, multi-dimensional analysis, and refresh discipline—so operational data becomes comparable insight, not spreadsheet debate.
Overview
Definitions drift kills spreadsheets; over-customizing ERP kills maintainability. The durable answer is a governed model: agreed measures, stable dimensions, and a cadence finance and operations share.
We typically land governed data in Snowflake, expose Power BI for executive and board-ready views, and keep Excel wired to the same semantic layer for deep analysis. Azure Functions handles automation where pipelines must be reliable.
What We Solve
- KPIs that mean different things in different files
- Management packs that lag the close and never reconcile
- Multi-entity views that are painful to build and defend
- Analytics load that belongs off ERP but never migrated
- No reusable semantic layer for BI and Excel together
Solution Approach
We start from the decisions you need—margin, cost centers, projects—then define dimensions, measures, and owners.
Snowflake holds governed data; Power BI carries dashboards; Excel stays first-class for finance-heavy analysis. Automation is added only where repeatability earns it.
Key Capabilities
- Management reporting operating model (roles, cadence, tools)
- Snowflake warehouse design and incremental loading patterns
- Semantic models and KPI libraries aligned to ERP structures
- Power BI datasets, governance, and performance tuning
- Excel reporting packs with documented refresh and validation
- Azure Functions for pipelines that must run reliably alongside ERP
Benefits & Outcomes
- Faster commentary with fewer reconciliation breaks
- One source of truth for management numbers across tools
- Dimensional analysis aligned to how leaders ask questions
- Reduced ERP load by moving analytics to the right tier
- Scales as entities, products, or regions grow
Where It Fits
- Finance teams adopting Snowflake as the analytical platform
- Organizations maturing KPIs after growth or acquisition
- International groups needing consistent measures across entities
- Companies that want ERP to stay transactional while analytics mature
Why ST Systems
We speak accounting, Snowflake, Power BI, and ERP constraints in one plan. ST Systems keeps scope practical, collaborates bilingually, and delivers reporting architecture your team can run—management accounting rigor plus BI delivery, not two disconnected tracks.
Selected work
A sample of website and commerce engagements—implementation, renewal, and ongoing improvement.
Discuss your next step
Tell us what you are trying to improve—systems, reporting, integrations, or growth. We will respond with a practical scope and timeline.