Manufacturing & Retail
Plant, inventory, store and online sales data brought into one place, so production and stock decisions use the same numbers.
Where the data usually lives
- ERP for production, purchase and finance
- Machine and plant-floor data (PLC, SCADA, MES)
- Warehouse and inventory systems
- Point-of-sale and e-commerce platforms
- Distributor and dealer spreadsheets
We have delivered projects for Relaxo Footwears, a footwear manufacturing company.
Where Manufacturing & Retail data gets stuck
The problems we hear about most often in this sector, each set against what we build for it.
Stock figures differ between the ERP, the warehouse system and the stores.
What we build: Pipelines that bring ERP, warehouse and store data into one reporting store, refreshed on a schedule.
Machine stoppages are logged by hand, if at all, so their causes are hard to trace.
What we build: Collection of machine and production records into a database the maintenance team can query.
Demand planning runs on last year's spreadsheet and experience.
What we build: Sales and stock dashboards by product, location and channel, with forecasts where the history supports them.
Online and in-store sales are reported separately and never quite reconcile.
What we build: One customer and order model across channels, so sales reports add up.
What we work on in Manufacturing & Retail
Manufacturers and retailers run on many systems: ERP, plant machines, warehouses, point of sale and online stores. We connect them, keep the databases healthy and build the reports planners and store teams use every day.
Production and plant data
Output, downtime and quality records from machines and shift logs, stored in one place and reported per line, shift and product.
Inventory and supply chain
Stock positions across plants, warehouses and stores, joined to purchase and dispatch data, so planners see what is where.
Retail and online sales
Point-of-sale, e-commerce and distributor sales in one model, reported by product, region and channel.

The services that matter most in Manufacturing & Retail
Production, stock and sales decisions are only as good as the numbers behind them. These services take those numbers from scattered systems to one trusted report.
- Data EngineeringConnect ERP, plant, warehouse and store systems into one data model.
- BI AnalyticsProduction, stock and sales dashboards for planners and store managers.
- Database ManagementKeep ERP and order databases fast through month-end and sale periods.
- Real-time Data PipelinesLive machine and order data for shop-floor screens and stock alerts.
- AI & ML Model IntegrationDemand forecasts built on your own sales history, once that history is clean.
One team for every line
Every service we offer is listed on the services page.
Questions about Manufacturing & Retail projects
Anything not covered here, ask us on the consultation call.
Can you work with our existing ERP?
Our plants and stores run on different systems. Where do we start?
What you can hold us to
Companies we have delivered projects for:
A written plan before any work starts
After the first call we review your setup and send scope, timeline and team in writing.
Documentation with everything we deliver
Pipelines, databases, dashboards and deployments are handed over with documentation your own team can follow.
One team accountable for the result
The same engineers work across your databases, pipelines, dashboards and releases.
Book a consultation
Tell us about your Manufacturing & Retail systems and what you need from the data. An engineer from our team will get back to you to set up a call.

