What attribute tagging is
Attribute tagging is the practice of labeling every UPC with a structured set of descriptors, its ingredients, certifications, claims, and functional benefits, so an analyst can slice sales by those descriptors instead of by broad category alone. When SPINS tags a cold-brew SKU as "plant-based," "non-GMO," and "adaptogen," each of those attribute tags becomes a filter you can build a report around. I spent years running weekly SPINS reporting on the brand side of natural-products category reviews, and the first thing I did with a new extract was check how our own SKUs were tagged, because one mis-tag quietly moved a $3M brand in or out of every competitive set that mattered.
If you searched "attribute tagging" expecting a generic data-labeling idea, in CPG it means something specific. A syndicated provider like SPINS maintains a proprietary attribute layer over the UPC, and that layer is what makes a segment such as "mushroom-based functional beverage" exist as a filterable cut in the first place.
How attribute tags are structured
A single UPC carries tags at several levels. The category code tells you it is an energy drink; the attribute tags tell you what kind.
| Tag level | Example values | What it answers |
|---|---|---|
| Category | Energy Drinks, RTD Coffee | Which shelf set the item competes in |
| Product type | Sparkling, Cold Brew, Shot | The form factor within the category |
| Ingredient / base | Plant-based, Dairy, Mushroom-based | What the item is made from |
| Certification | Non-GMO, USDA Organic, Gluten-Free | Which claims are third-party verified |
| Functional benefit | Adaptogen, Energy, Immunity | The job the shopper hires the item for |
The chart above is one category, Energy Drinks, cut four ways by attribute tag over a trailing 52 weeks. Sugar-free is the biggest slice at $128M, and the "mushroom-based" cut is only $9M, small enough that a plain category rollup never shows it. That is exactly the point of attribute tagging: it surfaces an emerging segment before it is big enough to earn its own category code, which is where a functional-beverage brand wants to plant a flag early.
Why attribute tags matter to a CPG analyst
The practical payoff is the competitive set. A functional-beverage brand competing in the broad "Energy Drinks" category might find it far more useful to benchmark only against items tagged "adaptogen" and "plant-based," because that is the true peer group its buyer at Sprouts actually compares it to. You cannot build that segment from a category code alone, and that is the work attribute tagging does. Done well, it is the raw material for real category management: you define the segment, size it, and argue for the assortment with a peer set the buyer accepts as fair.
The honest catch is that attribute definitions drift. SPINS refines its attribute criteria over time, so a "non-GMO functional beverage" segment in 2024 is not always the same set of SKUs in 2025, which can move the apparent market size by 5 to 15% with no real change in sales. Anyone comparing segment definitions across years has to confirm the attribute version first, a trap covered in the deeper product attribute tagging methodology and in what SPINS data actually measures.
Where Scout fits
Most brand teams get their attribute tags inside a SPINS extract and then lose them the moment the data lands in a spreadsheet, because rebuilding a "tagged adaptogen and plant-based, natural channel, last 52 weeks" filter by hand every week is tedious. Scout keeps the SPINS attribute layer queryable, so the competitive-set cuts your category review depends on are a saved view rather than a Monday-morning pivot. It surfaces the tags SPINS already assigned; it does not invent new ones or override the buyer's category definition.
The short version
- Attribute tagging labels each UPC with structured descriptors, ingredients, certifications, claims, and functional benefits, so sales can be cut by segment instead of by broad category alone.
- The attribute layer is what lets an analyst build a true competitive set, such as items tagged "adaptogen" and "plant-based," rather than the whole Energy Drinks category.
- Attribute definitions drift between vintages, so confirm the attribute version before comparing a segment's size across years.