Grocery Data Coverage & Freshness
Coverage varies by retailer, location, product and source. A listed store does not necessarily have a current flyer or observed inventory in Peanut Shopper.
Catalog listings
Catalog records identify stores and products. They help with discovery, but a product listing alone does not establish that a particular store carries the product today.
The current store directory includes listings for retailers such as 99 Ranch, H Mart, ALDI and Ralphs. Coverage differs by location and source; these examples are not a promise of complete chain coverage, a current flyer for every store, or a partnership.
Partial inventory observations
Some sources expose store-level product listings, prices or availability observations. These observations are incomplete and can become stale. Observation or update dates are useful context when present, and should not be described as universal real-time inventory or guaranteed shelf availability.
Circular promotions
Flyers describe time-bounded offers. Check the published and valid-through dates, region or store selection, package sizes and any coupon or membership conditions. An archived flyer documents a previous offer, not a current price. Updates depend on source publication, access and successful processing.
Check with the retailer
Peanut Shopper does not guarantee complete nationwide coverage, current prices or stock. Verify store hours, product availability and final offer terms with the retailer. Missing or incorrect data can be reported through the public contact channel.
Public beverage coverage snapshot
This is the beverage dataset, not the complete store directory or nationwide coverage. Counts reflect the read model at its last refresh; individual observation dates vary.
Live data is unavailable. Any figures shown are from the last saved snapshot and may be stale.
We associate source listings with stores and products, retain observation dates when available, and keep dated flyer promotions separate. Missing records do not establish absence from a store. Retailer names identify sources and do not imply partnerships.
Inspect public beverage observations · Retail data for brands · Coverage limitations