Retail Data Workshop
Clarity before complexity.
Know exactly where your data stands — and where it needs to go.
A structured engagement to assess, align and accelerate your retail data journey.
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Why Retail Data Projects Stall
Most retailers know they need better data. Few know where to start — or why their previous attempts didn't stick.
No Shared Definition of Success
Finance wants margin visibility. Marketing wants attribution. Operations wants stock KPIs. Without alignment on what "good data" means for the business, every data project becomes a political negotiation rather than a technical one.
Investment Goes to the Wrong Place
Retailers often jump straight to expensive BI tools or analytics platforms before the underlying data is reliable. The result: a beautiful dashboard built on dirty data — which leadership quickly stops trusting.
No Map of What You Have
Most organisations don't have a clear picture of what data sources exist, what quality they're in, or what's missing. Without this inventory, every initiative starts from scratch — and critical gaps only surface mid-project.
Ownership Is Unclear
Data projects fail not just technically but organisationally. When nobody owns the data model, data quality slips the moment the consultants leave. A successful data strategy requires clear ownership, processes and accountability inside the business.
A Workshop Built for Retail
We run a structured, hands-on engagement with your team — assessing your current state, aligning on goals, and producing a concrete roadmap you can act on immediately.
Data Maturity Assessment
We start by mapping everything you have: data sources, pipelines, tools, team capabilities and existing reports. Nothing is assumed — everything is audited.
We score your current state across five dimensions — completeness, freshness, accuracy, accessibility and ownership — giving you a clear, honest picture of where you stand.
This becomes the baseline from which every recommendation is made. No generic advice — only decisions grounded in your actual situation.
North Star Alignment
Before any data model is designed, we facilitate alignment across your leadership team on the single most important business KPI — your North Star.
We challenge assumptions, surface conflicting priorities and drive consensus on what success looks like — so that every data decision that follows has a shared purpose behind it.
Teams that leave this session know exactly what they're optimising for. That clarity alone accelerates data projects by months.
Concrete Roadmap & Quick Wins
- Prioritised data roadmap with clear phases, owners and timelines.
- Identification of quick wins that can be delivered within 30 days.
- Architecture recommendation tailored to your current stack and budget.
- Data ownership model — who is responsible for what, and how quality is maintained.
- Executive-ready output so leadership can fund and support the next phase.

Know Before You Build
The Retail Data Workshop gives you the clarity, alignment and roadmap to make every future data investment count. Let's run one for your team.
Gen AI Strategy: Talk to Your Data
Interfaces that connect Large Language Models (LLMs) directly to your unified data model.

