Discover how a CPG brand leveraged Walmart and Albertsons store-level data to optimize geographic inventory planning, improve demand forecasting, reduce stockouts, and enhance retail supply chain performance across regions.
| Client | US-based CPG brand (packaged foods + beverages) |
| Geography | United States — focus on top 50 metro markets |
| Platforms Scraped | Walmart, Albertsons (store-level inventory + pricing) |
| Project Duration | 5 weeks initial build, ongoing weekly refresh |
The client's CPG brand sold through Walmart and Albertsons (and other major chains), but the team had a structural visibility problem: their internal sell-through data showed which stores were selling product, but not which stores actually had the product on the shelf.
This mattered enormously for two reasons:
Walmart's online inventory data (showing what's available at each store) plus pricing data (which can vary by store) could surface both issues — but at 4,700+ Walmart and 2,200+ Albertsons stores, manual checking was impossible.
Actowiz Solutions built a store-level inventory and pricing pipeline covering both chains:
Walmart's store inventory data is structured but distributed across 4,700+ store URLs, with rate-limiting that affects naive scraping approaches. Albertsons has similar architecture with its banner subsidiaries (Safeway, Vons, Tom Thumb, etc.). The extraction pipeline used distributed infrastructure to handle the full universe, with automated retry and quality validation.
Output included a weekly dashboard with store-level drilldowns, plus automated alerts when defined thresholds were breached.
If you're a CPG brand selling through major US retail chains, your real distribution health is invisible from internal sell-through alone. Out-of-stocks at the shelf level, pricing variance across stores, and inventory gaps in priority metros all live in the retailers' online inventory systems — accessible at scale through automated extraction.
The same pattern works for Kroger (and its banner subsidiaries — Ralphs, Fred Meyer, Smith's, etc.), Costco, Target, Publix, H-E-B, and Whole Foods — wherever store-level online inventory data is structured and accessible.
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