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Selected project / Microsoft OLAP & Data Warehousing

One governed analytical model for the whole business.

We design Microsoft data warehouses and OLAP solutions that turn fragmented operational data into consistent, explainable metrics for finance, sales and operations.

01 / The challenge

Microsoft OLAP & Data Warehousing

Operational systems describe individual transactions well, but rarely agree on customers, products, time periods or business definitions. Reporting becomes slow and teams produce conflicting versions of the same KPI.

The engineering approach

The service covers source analysis, ETL or ELT orchestration, dimensional modelling, historical change management and data-quality controls. Microsoft SQL Server provides the governed warehouse; SSAS Tabular or multidimensional models publish reusable measures, hierarchies, security rules and calculation logic to Power BI, Excel and other consumers.

ERP / FINANCECRM / SALESOPERATIONSFILES / APIs
→
MICROSOFT SQL SERVERENTERPRISE DATA WAREHOUSEFACTS · DIMENSIONS · HISTORY
→
SSAS TABULAR / OLAPSEMANTIC MODELDAX · MDX · KPIs · RLS
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POWER BIEXCELREPORTINGANALYTICS APIs
A Microsoft analytical stack connecting operational sources to a governed warehouse, semantic models and business-facing analytics.

02 / System architecture

One governed analytical model for the whole business.

The service covers source analysis, ETL or ELT orchestration, dimensional modelling, historical change management and data-quality controls. Microsoft SQL Server provides the governed warehouse; SSAS Tabular or multidimensional models publish reusable measures, hierarchies, security rules and calculation logic to Power BI, Excel and other consumers.

01Integrate source systems
02Build the dimensional warehouse
03Publish governed semantic models
04Deliver analytics & reporting
SOURCE→STAGING→SQL DW→SSAS→BI
INCREMENTAL LOADWATERMARK / CDC
DIMENSION HISTORYSCD TYPE 1 / 2
QUERY LAYERDAX / MDX
CONTROLRLS / AUDIT

03 / From input to useful output

What the system connects

01

Integrate source systems

ETL/ELT, CDC & quality controls

02

Build the dimensional warehouse

Star schemas, facts, dimensions & SCD history

03

Publish governed semantic models

SSAS Tabular, multidimensional, DAX & MDX

04

Deliver analytics & reporting

Power BI, Excel, RLS, monitoring & governance

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