Sample solution — illustrative reference architecture, not a completed engagement
Unified Data Platform for a Multi-Location Retailer
A reference architecture for consolidating siloed POS, inventory, and e-commerce systems into a single governed cloud data platform.
The Problem
A growing multi-location retailer runs inventory, POS, and e-commerce data through a handful of disconnected systems. Store managers make restocking decisions on data that's a day or more stale, driving both stockouts and overstock. Finance and merchandising teams routinely produce conflicting reports because each pulls from a different source of truth.
The Architecture
Ingestion consolidates through a governed pipeline into a medallion architecture (Bronze/Silver/Gold) on a modern lakehouse. POS and inventory events stream into governed tables, with Gold-layer aggregates powering both BI dashboards and a demand-forecasting model. Row-level security ensures regional managers only see their own store data.
The Solution
Store managers see inventory positions refreshed far more often than once a day, and a forecasting model recommends replenishment quantities automatically. Finance and merchandising teams query the same governed Gold tables, eliminating conflicting reports.
Business Value
This pattern is designed to meaningfully compress reporting latency and reduce carrying costs by consolidating overstock, with store-level stockout rates dropping as replenishment recommendations become data-driven rather than intuition-based.
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