Data Platforms

One Warehouse, One Set of Numbers

One governed set of numbers now serves every report, meetings argue about decisions instead of figures, and the AI on top answers from modelled, tested data rather than guesswork.

Multi-System Operations Business
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The story

What they were stuck on, and what we built

The problem

The business ran across a dozen systems: marketing platforms, a store, a CRM, finance software and operational tools, each with its own export and its own version of the truth. Every report meant manual consolidation, every meeting started with whose number was right, and AI was out of the question on data this fragmented.

What we did

We built the single source of truth: every system connected through native and custom pipelines into a central warehouse, data cleaned, deduplicated and reconciled between systems, every metric defined once in documented models, dashboards reading from the same foundation, and a natural-language layer over MCP so the team can ask questions of live, governed data.

How it was built

What we connected, automated and safeguarded

The complete system: the integrations behind it, the workflow it runs, and the controls that make it safe to rely on.

What we connected

  • Marketing platforms
  • Store & payment systems
  • The CRM
  • Finance software
  • Operational databases
  • BigQuery

What we automated

  • Scheduled, incremental pipelines from every source
  • Cleaning, deduplication and standardization
  • Metrics modelled once, reused everywhere
  • Dashboards refreshed from one foundation
  • Cross-system reconciliation checks

Reliability & controls

  • Automated freshness and volume tests
  • Numbers that must agree, reconciled daily
  • Role-based access and documentation
  • MCP access scoped and audited

A representative build for this use case. Yours starts from your systems, your rules and your approval points.

The result

One governed set of numbers now serves every report, meetings argue about decisions instead of figures, and the AI on top answers from modelled, tested data rather than guesswork.

Data Platforms · Multi-System Operations Business

One version of the truth

Every team reads the same governed numbers.

AI worth trusting

Assistants answer from modelled, validated data with the figures shown.

Consolidation eliminated

Reports read from the warehouse instead of being assembled by hand.

Solutions behind it

How we’d approach this for you

The same solutions that made this possible, explore how each one works.

Build a Single Source of Truth

Every system connected into one governed warehouse, every metric defined once, one view everyone can trust.

See the solution

AI Reporting & Executive Intelligence

AI that watches your metrics, explains what changed and why, and delivers recommended next steps where your team works.

See the solution

Want a result like this?

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Let’s turn your data into decisions.

Tell us what is slow, manual or unclear today. We will show you what can be automated and where AI genuinely helps.

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