Grocery & Food Data Intelligence Solutions

Unit price normalization is handled by our price-per-unit engine, which extracts the pack size, weight, volume, or count from product titles and attributes, then calculates a standardized price-per-unit (e.g., price per 100g, price per oz, price per sheet) for every product. This allows direct apples-to-apples comparison even when retailers offer the same product in different configurations.

Yes. We use authenticated sessions with loyalty program memberships (Kroger Plus, Safeway Club Card, Tesco Clubcard, etc.) to capture member pricing alongside standard shelf prices. This dual-price capture is important because loyalty pricing can represent 20-40% discounts on key value items, dramatically changing the competitive price picture.

Grocery pricing and availability can vary significantly by store. We extract location-specific data by simulating requests from specific ZIP codes or postal codes, capturing the prices and availability a shopper in that location would see. This is particularly important for regional grocery chains with localized pricing strategies.

Yes. When nutritional information is embedded in a product image rather than structured HTML, our computer vision models extract the nutrition facts panel, ingredient list, and allergen declarations directly from the image. OCR with food-domain fine-tuning achieves over 97% accuracy on standard nutrition label formats.

Yes. Private label intelligence is a core use case. We tag private label products by retailer, track their pricing relative to national brand equivalents, monitor new private label introductions by category, and analyze how retailers are expanding their own brand assortments. This data is essential for national brands assessing the competitive threat from retailer own-labels.

Multi-buy offers (Buy 2 Get 1, 3 for $10, etc.) are extracted with the offer structure, the effective per-unit price, and the minimum purchase requirement as separate fields. Digital coupon values are captured as a distinct field separate from the shelf price. This prevents promotional mechanics from distorting price comparisons and lets you analyze promotional structures independently.

The US online grocery market exceeds $100 billion annually, representing roughly 12-14% of total grocery sales. While growth rates have normalized from the pandemic-era surge, online grocery continues to expand at 10-15% annually. Delivery and curbside pickup services from retailers like Walmart, Kroger, and Amazon Fresh have become permanent fixtures of the grocery landscape, and online penetration is expected to reach 20-25% within the next five years.

Shrinkflation occurs when manufacturers reduce product sizes or quantities while maintaining or increasing the price, effectively raising the per-unit cost without a visible price change. Common examples include reducing a cereal box from 18oz to 15.4oz or removing sheets from a toilet paper roll. This practice has become widespread as manufacturers manage input cost inflation, and it makes unit price comparison — rather than sticker price comparison — essential for cost-conscious consumers.

Private label (store brand) products have grown to represent approximately 20-25% of US grocery sales by volume, and significantly higher in European markets where they can exceed 40%. Retailers like Costco (Kirkland Signature), Trader Joe's, and Aldi have built private labels that rival national brand quality and loyalty. Private labels typically offer retailers 25-35% higher margins than national brands, which incentivizes retailers to allocate premium shelf space and marketing to their own brands.

In the US, the FDA regulates food labeling through the FDCA and the Nutrition Labeling and Education Act, requiring standardized nutrition facts panels, ingredient lists in descending order of weight, and allergen declarations for the eight major allergens. The EU has similar requirements under Regulation 1169/2011, with additional mandates for country of origin labeling on certain products. Recent regulatory trends include front-of-pack nutrition labeling systems, added sugar disclosures, and increased scrutiny of terms like 'natural' and 'healthy.'

Consumer demand for local, organic, and transparently sourced food has reshaped grocery supply chains significantly. Organic food sales exceed $60 billion annually in the US, representing roughly 6% of total food sales. Retailers are shortening supply chains by partnering directly with regional farms and producers, while technologies like blockchain-based traceability allow consumers to track products from farm to shelf. These trends are particularly strong among Millennial and Gen Z shoppers, who consistently rank ingredient transparency as a top purchase driver.

Grocery sales follow well-defined seasonal patterns tied to holidays and cultural events. The Super Bowl drives the largest single-day spike in snack and beverage sales. Thanksgiving week is the highest-volume grocery shopping period of the year. Summer months boost sales of grilling items, beverages, and ice cream, while back-to-school drives lunchbox staple purchases. Understanding these patterns is critical for inventory planning, promotional timing, and competitive pricing strategy.