The big picture by aisle
The database sorts products into categories assigned by its data partners, and the 1,000 pumpkin spice products land in 71 of them. Because the two main data feeds use slightly different labels for the same shelf (one says "Cookies & Biscuits," another "Biscuits/Cookies"), we grouped them into families. Here's how those families break down across the three eras of the database.
A few patterns jump out. Baked goods and snacks carry the biggest totals, which makes sense for a flavor born in a pie. But coffee creamers and drink mixes are the one family that grew from the backlog to the 2020 to 2023 era, from 56 products to 72, and they make up the largest share of the newest entries. If it feels like pumpkin spice has moved into your morning coffee more than anywhere else, the database agrees.
At the single-category level, the leaders are "Popcorn, Peanuts, Seeds & Related Snacks" with 100 products, "Cookies & Biscuits" with 81, "Cakes, Cupcakes, Snack Cakes" with 78, and "Milk Additives," the category that holds most coffee creamers, with 61. Cereal comes in with 47, a group that sits alongside the boxes in our look at 20 "healthy" cereals ranked by fiber per dollar.
Already everywhere by the time the database opened
We set out to date the moment pumpkin spice reached each aisle, and the database only partly allows it. Of the 71 categories, 54 already hold at least one pumpkin spice product in the 2019 opening backlog. In other words, by the time USDA's public branded database opened its doors, the flavor had already reached cheese, yogurt, sausage, seafood, honey, nut butter, chewing gum, and frozen waffles. The takeover wasn't something the database watched unfold. It was already well underway.
The aisles it reached later
Seventeen categories show their first pumpkin spice product after 2019. Several of those are simply the newer feeds' names for shelves that were already covered, like "Snacks" or "Cream/Cream Substitutes." The rest are new ground, and they read like a map of the flavor's outer edges:
- 2020: pre-packaged produce (pumpkin spice caramel apples), cooking oils (a pumpkin spice infused avocado oil spray), filled pasta, and bottled iced tea
- 2022: sauces, with a pumpkin spice sauce in the ketchup, mustard, and barbecue category
- 2023: bacon, a pumpkin spice ramen, frozen dough, and an alcoholic beverage
- 2024: nutritional supplements, in the form of a plant-based protein powder
Because the data feeds changed over this period, a first appearance can also reflect a new supplier rather than a new product. Still, the direction is hard to miss: the flavor keeps finding its way past the bakery and toward the savory side of the store.
The strangest entries
Every big dataset has its surprises, and this one is no exception. Among the 1,000 products, you'll find a pumpkin spice Atlantic salmon sold as two boneless fillets, an organic chicken sausage flavored with pumpkin spice, pumpkin spice hickory-smoked thick-cut bacon, and a chili seasoning from a farm-pantry brand labeled "Harvest Pumpkin Spice." There are chopped salad kits with pumpkin-spiced cornbread crumbles and a pumpkin-spiced Caesar dressing, and a pumpkin spice flavored ramen.
It's worth pausing on what this does and doesn't mean. Savory pumpkin spice products are real, but they're rare. The whole "everything else" family, from meat to pasta to cooking oil, adds up to just 21 products, about 2% of the total. The headline-grabbing oddities are the fringe. The core of pumpkin spice is still a sweet, snackable, sippable flavor.