Retail Intelligence &
Customer Insights Platform
Multi-channel retail analytics with real-time sales performance, inventory intelligence, customer behavior segmentation, and store operations dashboards for a national retail chain.
The Challenge
A 120-store retail chain operated with completely siloed data — POS, e-commerce, inventory, and CRM systems never spoke to each other. Regional managers made decisions based on weekly Excel summaries, inventory was managed reactively, and customer behavior data was collected but never analyzed. Margin leakage was undetected and growing.
Our Solution
We integrated all data sources (POS, Shopify, inventory, CRM) into a unified data warehouse, built a suite of Power BI dashboards for every level of the organization — from store managers to the C-suite — and deployed customer segmentation models and product affinity analytics that drove targeted promotional strategy.
The Impact
Operational efficiency improved by 38%. Inventory turns improved to 5.2× through demand-signal driven replenishment. Targeted promotions powered by customer segmentation drove a 15% uplift in campaign conversion. Store managers went from weekly reports to real-time dashboards on their tablets every morning.
Dashboard View 01
Sales & Inventory
Intelligence
Key Results
Measurable Retail
Intelligence Gains
Dashboard View 02
Customer Segmentation
& Behavior Analytics
Technical Stack
Technologies Deployed
In Context
What the Numbers
Actually Mean
Headline percentages travel badly between organisations. Here is what each figure measured, and what it depended on.
Across store operations, driven largely by replacing next-morning batch reporting with intraday visibility. The metric reflects decisions made within the trading day that previously could only be made the following day, by which point the opportunity had usually passed.
Turnover achieved after replenishment and imbalance analytics were in place. The mechanism is transfer rather than purchasing — surfacing stock sitting in the wrong location while another store approached a stockout, while a transfer was still worth making.
Campaign conversion, measured as lift against an agreed baseline rather than as raw sales during the promotional window. That distinction matters: raw promotional sales almost always look positive, and the baseline comparison is what separates a real effect from a seasonal one.
Architecture
How It Was
Actually Built
The core problem was that online and in-store revenue were produced by different systems and reconciled monthly by different teams, so any question spanning both channels required a negotiation before it could be answered. The platform unifies POS integration, the Shopify API and CRM connectors into a single SQL warehouse model where channel is a dimension rather than a separate reporting universe.
Refresh cadence was matched to the decision rather than to convention. Store conversion and basket metrics are only useful while the trading day is still in progress, so the pipeline was built for intraday rather than overnight processing — the difference between a report that explains yesterday and one that changes today.
Customer segmentation uses K-means clustering over purchase behaviour, feeding targeting and assortment decisions. Segmentation is easy to produce and easy to waste; it was scoped from the outset against specific merchandising decisions, which is why campaign work measured a 15% conversion lift against baseline rather than reporting raw promotional sales.
Delivery
How an Engagement
Like This Runs
Retrospective
What We Would
Do Differently
Every engagement teaches something. These are the decisions we would change if we started this one again.
Baseline definition should have been agreed before the first campaign was measured. Lift is only meaningful against a baseline everyone accepts, and settling that retrospectively invited exactly the debate the analysis was meant to end.
We would also stage the estate rollout more gradually. Releasing to the full store network at once meant training and feedback arrived faster than they could be acted on.