Combine manufacturing, warehouse, logistics and supply-chain KPIs into operational and executive views.
Data Products
Analytical applications, decision models and dashboards built around your data and business processes. We adapt proven accelerators where they fit and build custom solutions where your requirements call for them. Data products are the solutions we deliver; accelerators are reusable components and approaches that help us build them. AI capabilities can be added where they create value.
A data product can combine statistical analysis or machine learning with business rules, review workflows and an interface. For a focused analysis or model, explore our Data Analytics & ML service.
What we mean by data products
A delivery model that sits between custom builds and off-the-shelf SaaS - combining the speed of pre-built patterns with the fit of tailored implementations.
Reusable
Reusable, not generic
Each accelerator is a battle-tested pattern from a real engagement - with the data model, KPIs, and reporting logic already proven in production. We don't start from scratch and we don't sell you someone else's process.
Adapted
Adapted to your data
Productized doesn't mean rigid. Every accelerator is deployed on your source systems, your master data, your business rules. The pattern is reused; the implementation is yours.
Production-ready
Production-ready, not a demo
What we deliver is built to run - with governance, quality controls, documentation, and a clean handover. Not a proof-of-concept that needs to be rebuilt for production.
Faster than custom. More relevant than off-the-shelf. Closer to the way decisions are actually made in your business.
How we build them
Every accelerator started in a real client engagement and improves with each implementation.
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01
Engagement first
We solve a real client problem; the KPIs, data model and analytical or reporting logic are proven in operational use.
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02
Pattern extraction
We separate reusable components (data model, transformation logic, analytical models, KPI definitions, dashboard structure) from client-specific master data, security and rules.
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03
Productization
The reusable components become an accelerator we adapt to another client's data and stack with a defined effort.
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04
Continued evolution
New use cases and integrations from later work feed back into the accelerator.
Data Products in practice
Real client engagements and the delivery evidence behind them. Each card opens the full case study.
Browse by area
Predictive Maintenance for Spray Dryers
Client pilot: sensor diagnostics, degradation forecasts and maintenance priorities, with uncertainty and model health in view.
Supply Chain
Multi-Country Margin Tracker
Weekly price waterfalls and manufacturer / retailer margin views built on country-owned data and shared definitions.
Sales & Marketing
Market Share Platform at Nutricia Netherlands
Market share analysis platform for Nutricia's Marketing and Innovation Department - automating routine data preparation so teams focus on market analysis.
Sales & Marketing
Sales Analysis to Grow
Sales analysis solution enabling exploration of customer and product data by region - uncovering growth opportunities through interactive dashboards with high data accuracy.
Sales & Marketing
Executive Information System at Alpro
Custom EIS dashboard for Alpro's leadership team - aggregating financial, logistical, and commercial metrics into a single, actionable view for strategic decision-making.
Cross-functional
Market Share Cockpit on Nielsen/IQVIA
Market share platform aligning Nielsen and IQVIA sell-out data with internal ERP - like-for-like comparison, growth decomposition, and full data lineage.
Sales & Marketing
E2E Supply Chain Cockpit
Integrated cockpit unifying manufacturing, warehousing, logistics, and supply chain into one decision-ready KPI model - with optional real-time intelligence layer.
Supply Chain
Logistics Cost Transparency at Danone
Unified logistics cost model across multiple 3PL providers - geographic, partner, and category-level analysis powering data-driven 3PL contract negotiation.
Supply Chain
Master Data Optimization at FMCG Scale
AI-assisted similarity engine clustering duplicate materials across plants and ERPs - with quantified consolidation savings and a steward review workflow.
Procurement
Green Dot Packaging Sustainability
Unified Packaging Sustainability & Compliance Cockpit - operational, strategic, and regulatory views across 8+ European markets, including Plastic Tax calculation.
Sustainability
No Data Product case studies are currently listed in this area. Explore the accelerators below.
Accelerators & proven approaches
We draw on reusable ideas, analytical methods and implementation patterns to accelerate delivery. Each solution is adapted to your data, processes and requirements. Where no existing approach fits, we design and build a custom data product. These approaches were developed through client engagements; they are not install-and-go products. Where a case study shaped an accelerator, it is listed under Related work in its details.
Integrated dashboards unifying manufacturing, warehouse, logistics, and supply chain into one decision-ready KPI model. Real-time visibility for operations teams; harmonized aggregation for executive views.
Based on real client engagements in manufacturing, FMCG, and a range of business functions.
Supply Chain Cross-functional
Analyse logistics spend across providers, cost categories and geographies using a harmonised cost model.
Unified cost model across multiple 3PL providers - consolidating inbound, storage, handling, picking, co-packing, and outbound costs into one harmonized view. Provider benchmarking, geographic analysis, cost-per-ton tracking.
Based on real engagements with global FMCG manufacturers.
Supply Chain
Use similarity scoring and clustering to identify duplicate materials across plants and ERPs, estimate consolidation opportunities and support steward review.
AI-assisted similarity engine identifying duplicate and near-duplicate materials across plants and ERPs - quantifying consolidation savings per cluster, supporting steward review workflows.
Based on real engagements at FMCG and manufacturing scale.
Procurement Supply Chain
Analyse packaging footprint, recyclability and market-specific compliance across materials and suppliers.
Unified packaging footprint, recyclability, and regulatory compliance across multiple markets - connecting suppliers, materials, CO₂ data, and Plastic Tax calculations into one cockpit. CSRD-ready, EPR-ready, multi-market.
Based on real engagements with leading European FMCG.
Sustainability
Combine external market research with internal data for like-for-like market-share and growth analysis.
Explore customer and product performance across regions, channels and categories to identify growth opportunities.
Sales analysis platforms enabling exploration of customer and product data by region, channel, and category - uncovering growth opportunities through interactive dashboards with high data accuracy and consistency.
Based on real engagements in FMCG.
Sales & Marketing
Build reusable business entities and KPI-ready data marts from ERP, CRM and other operational sources.
Bronze → Silver → Gold data warehouse pattern applied to source systems - SAP, ERP, CRM, marketing platforms, custom applications. Reusable business entities, KPI-ready data marts, governance built in.
Based on real engagements with global manufacturers.
IT & Data
Replace fragmented reporting with shared definitions and harmonised BI across markets or subsidiaries.
Multi-country, multi-subsidiary BI consolidation - replacing fragmented local reporting with one harmonized ERP/BI ecosystem. Standardized reporting, reduced operational costs, multi-region rollouts.
Based on real engagements at FMCG group scale.
IT & Data
Integrate difficult-to-access business data sources using reusable, secure ingestion patterns.
Pre-built integration patterns for hard-to-access data sources - GfK consumer goods data, SafetyCulture inspection data, SharePoint via Microsoft Graph, supplier portals, and more. Secure authentication, automated discovery, scalable ingestion.
Based on real engagements across FMCG, manufacturing, and cross-functional environments.
IT & Data Cross-functional
Improve data-platform delivery, pipeline reliability and BI responsiveness through testing and optimisation.
CI/CD pipelines for cloud data platforms, performance audits for Power BI and other BI tools, optimization patterns for data refresh and report responsiveness. Faster delivery with fewer incidents.
Built on reusable data and analytics approaches developed through client projects.
IT & Data
No accelerator in this area yet - see the case studies above, or talk to us about a custom data product.
Adapt or build. Your choice.
Most data product engagements start with a conversation, not a catalog. Tell us what's broken, what's slow, what's invisible - we'll tell you whether an existing accelerator fits, or whether something custom is the right starting point.
Start from a proven approach
Where relevant patterns or experience exist, we use them to accelerate discovery and development. The implementation is adapted to your data, processes and requirements.
Build a custom data product
Have a different business challenge? We design and develop analytical solutions around your requirements, whether or not a relevant accelerator already exists.
