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Data Modelling & Warehousing

Every Data Modelling & Warehousing service AI Solution Technologies delivers, within the Data Engineering & Modern Data Platforms practice.

Book a scoping call →See how it runs
Dimensional and semantic modelling depthBusiness definition facilitation with stakeholdersPerformance engineering for analytical workloadsModel documentation linked to the data
BUILT ON
MicrosoftAzureAWSGoogle CloudDatabricksSnowflake

The problems Data Modelling & Warehousing exists to solve

The same metric calculated differently in different reports
Analysts rebuilding logic in every new report
Structures that cannot answer new questions without redevelopment
No agreed definition of core business entities
Discuss your challenges

What is Data Modelling & Warehousing?

Every Data Modelling & Warehousing service AI Solution Technologies delivers, within the Data Engineering & Modern Data Platforms practice.

SENIOR-LED

Conceptual, logical and physical models

One agreed definition of every core metric

PRODUCTION-READY

Agreed business definitions and glossary linkage

Reports that reconcile to each other

KPI-DEFINED

Semantic layer with certified measures

New questions answered without rebuilding

Get a free
discovery sprint

Before you commit, we help you confirm the use case, check data readiness, define the KPI, and work out which Data Modelling & Warehousing services actually fit the problem you have.

For a limited number of teams each quarter, we run the full sprint free of charge.

Claim a free sprintTrusted by data leaders
across industries
STAGE DELIVERY7
  1. DiscoverUnderstand your challenges and opportunities
  2. AssessEvaluate data readiness and current state
  3. DefineDefine KPIs, scope and success metrics
  4. Deliver valuePrototype, validate and deliver quick wins
  • No commitmentExplore the value, risk-free.
  • Focused outcomesWe define impact, KPIs and success.
  • Fast & collaborativeDelivered by experts, built for your team.

How Data Modelling & Warehousing runs

01
Confirm objectives, stakeholders, constraints and success measures
Review current systems, data, controls and delivery readiness
Prepare the target design, backlog, governance and implementation plan
Test the priority requirements through a prototype, pilot or controlled design review
Configure, integrate, test and deploy the approved solution
Train users, transfer knowledge and establish operating procedures
Monitor adoption, performance, cost, quality and improvement opportunities
KEY CAPABILITIES

What we bring to Data Modelling & Warehousing

  1. 01Dimensional and semantic modelling depth
  2. 02Business definition facilitation with stakeholders
  3. 03Performance engineering for analytical workloads
  4. 04Model documentation linked to the data catalogue
  5. 05Design that anticipates AI consumption, not only reporting

What you get, and what follows

A complete Data Modelling & Warehousing foundation that drives clarity, control and confidence across your organisation.

DELIVERABLESEverything we deliver to build a strong, governed Data Modelling & Warehousing capability.
  • Conceptual, logical and physical models
  • Agreed business definitions and glossary linkage
  • Semantic layer with certified measures
  • Performance and storage design
  • Model documentation and lineage
  • Handover and enablement
BUSINESS OUTCOMESThe outcomes you achieve, and the impact that follows.
  • One agreed definition of every core metric
  • Reports that reconcile to each other
  • New questions answered without rebuilding
  • Faster, cheaper report development
  • A data structure AI systems can reason over reliably
Book a scoping call
  • No obligationYou keep the written summary either way
  • Tailored to youFocused on your data, priorities and goals
  • Expert-ledDelivered by specialists with real-world experience

The services inside Data Modelling & Warehousing

Data Architecture DesignTarget-state design for how data is stored, structured, moved and consumed across the organisation.Dimensional ModellingDesign of facts, dimensions and hierarchies that make analytical data intuitive and performant.Data Warehouse SolutionsDesign and build of an enterprise data warehouse supporting reporting, analytics and regulatory needs.Conceptual Data ModellingBusiness-level model of key entities and relationships, agreed with stakeholders before physical design.Logical Data ModellingPlatform-independent model defining attributes, keys, relationships and business rules.Physical Data ModellingImplementation-level model covering storage, partitioning, indexing and performance design.Semantic Data ModellingThe business-facing layer that defines measures, hierarchies and calculations so every report agrees.Star-Schema DevelopmentConstruction of star and snowflake schemas optimised for analytical query patterns.Warehouse ModernisationMigration and re-engineering of a legacy warehouse onto a modern cloud platform.AI-Ready Data PreparationPreparation of enterprise data for AI use, covering cleansing, enrichment, unstructured content processing, chunking and vectorisation.
INVESTMENT & DELIVERY

How we engage on
Data Modelling & Warehousing

A proven delivery approach that is transparent, flexible and built to deliver lasting value.

DELIVERY MODELSMilestone based, or time and materials for evolving scopeFixed price or milestone basedDelivered by a senior-led Australian team across 7 stages, from discovery through to optimisation.
WHO THIS IS FOR
  • Banks, insurers, superannuation funds and professional-services firms
  • Construction, engineering and infrastructure contractors
  • Government agencies and regulated public-sector bodies
  • Large enterprises and mid-market organisations undergoing modernisation
Get a fixed-scope estimate Ask a question first
  • Clear from the startScope, timeline and price confirmed up front
  • No surprisesTransparent approach at every stage
  • Senior-led deliveryExperienced team focused on your outcomes
OUR CUSTOMERS

What our customers say

Real feedback from the organisations we build with — what changed, in their words.

All customer stories
Reconciliation that took our team nine days now closes in three — with a full audit trail on every match. It changed how the board sees AI.
Finance ManagerGCC Construction Group, Dubai
Site teams stopped digging through folders. They ask the assistant, they get the clause with a citation, and they move on.
Project DirectorTier-One Contractor, Sydney
The anomaly models flag outliers the week they appear, not at quarter-end. We stopped two overruns before they hit the P&L.
Commercial DirectorProperty Developer, Dubai

Our partnerships with
industry leaders

MicrosoftSolutions Partner
Google CloudPartner
SalesforcePARTNER
AWSpartner
network
ELSEWHERE IN THIS PRACTICE

Elsewhere in
Data Engineering & Modern Data Platforms

View the whole Data Engineering & Modern Data Platforms practice
Microsoft Fabric13 services in this discipline.Explore
Data Engineering & Integration18 services in this discipline.Explore
Not sure where your problem sits? The whole Data Engineering & Modern Data Platforms practice
We will tell you which discipline actually owns it

Scope Data Modelling & Warehousing
in one call

Tell us the problem. We'll tell you which of our Data Modelling & Warehousing services fit — and exactly how we'd deliver them.

Book your free scoping call+61 466 558 862
  • NSW GovernmentICT Services Scheme
  • ICN GatewayPremium Member
  • ISO 27001Certification in progress
  • 30 minutesFocused expert session
  • Clear next stepsA practical plan for your organisation
  • No obligationYou decide what's right for you
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