Harmonya Product Catalog

Millions of products, attributed automatically

Harmonya builds and maintains one complete, accurate product layer at the UPC level. So your most expensive experts stop coding spreadsheets and get back to the work that grows the category.

sports_drinks_category
184,920 UPCs
auto-filling
#UPCBrandFlavorSub-SegmentPackContainerSugarCaloriesElectrolytesClaimRetailer
1052000338683GatoradeCool BlueIsotonic12 PackBottle34g130Yes—Walmart
2052000204599GatoradeGlacier CherryZero Sugar12 PackBottle0g5YesZero SugarTarget
3049000028928PoweradeMtn Berry BlastIsotonic8 PackBottle35g130Yes—Kroger
4049000079128PoweradeFruit PunchZero Sugar8 PackBottle0g0YesZero SugarWalmart
5858176002058BodyArmorBlueberry PomHydration12 PackBottle36g140Yes—Costco
6858176002171BodyArmor LYTEPeach MangoZero Sugar12 PackBottle3g20YesLow SugarTarget
7810116120208PrimeBlue RaspberryZero Sugar12 PackBottle0g20YesZero SugarWalmart
8052000136449PropelBerryElectrolyte6 PackBottle0g0YesZero SugarKroger
9850017271005Liquid I.V.Lemon LimePowder16 ctPowder11g45Yes—Target
10811660020258Nuun SportCitrusTablet10 ctTablet1g15YesLow SugarCostco
11611183100208ElectrolitGrapeHydration21 ozBottle25g100Yes—Walmart
12070074674445Pedialyte SportBerry FrostElectrolyte1 LBottle9g35Yes—Kroger
Every UPC, 1,200+ attributes. Maintained automatically, no analyst in the loop.
The Challenge

Product attribution is still a manual job

Keeping it accurate across every team and source pulls skilled people off the work that matters.

01

It's manual

New products launch and change, and a person re-codes and reconciles them, week after week.

02

Consistency breaks at scale

Across thousands of items and dozens of sources, perfect consistency by hand isn't realistic. One product, three ways.

03

It feeds your AI

Those duplicates teach your systems one product is three, and your AI roadmap inherits the mess.

28,000
items reviewed by hand at one manufacturer
45
dashboards fed inconsistent data
1.3M
attributes maintained by hand
The Transformation

One complete, consistent product layer

Models trained on your existing data predict and fill every attribute at the UPC level. Incomplete, inconsistent records become one complete, consistent product layer.

UPCProductBrandFlavorCategorySub-SegmentPackRetailer
0052000338683Gatorade Cool Blue 12pkGatoradeCool BlueSports DrinksIsotonic12 PackWalmart
0052000204599Gatorade Zero GlacierGatoradeGlacier CherrySports DrinksZero Sugar12 PackTarget
0049000028928Powerade Mtn BerryPoweradeMtn Berry BlastSports DrinksIsotonic8 PackKroger
0858176002058BodyArmor Blueberry PomBodyArmorBlueberry PomSports DrinksHydration12 PackCostco
0810116120208Prime Blue RaspberryPrimeBlue RaspberrySports DrinksZero Sugar12 PackWalmart
0052000136449Propel BerryPropelBerrySports DrinksElectrolyte6 PackKroger
0850017271005Liquid I.V. Lemon LimeLiquid I.V.Lemon LimeSports DrinksHydration16 ctKroger

Attribution gaps

Real catalogs arrive full of holes. Missing brands, flavors, retailers, sometimes whole columns left blank.

Synced 2 min ago

Many sources in. One trusted layer out.

And Harmonya keeps it current, automatically. Many inconsistent sources, syndicated data, retailer feeds, listings and PDPs, item masters, become one trusted feed into your stack: PIM, data lake, dashboards and AI.
‍

Many, inconsistent sources
Syndicated data
Retailer feeds
Listings & PDPs
Item masters
Harmonya
trains a model per attribute,
keeps every record current
One trusted feed, into your stack
PIM
Data lake
Dashboards & AI
The Data Behind It

We read more of each product than anyone else

The full product record, pulled straight from the source. Pack, ingredients, nutrition, claims and specs, continuously scraped, structured, and scored. No reviews, no social chatter. Illustrative figures.

180M+

Retail listings

live product listings tracked

1.4B

Pack & label copy

pack & label fields parsed

480M+

Manufacturer specs

descriptions & specs read

320M+

Syndicated feeds

feed records ingested daily

Every attribute, traced to its source

Point us at a product page and Harmonya reads it like an analyst would, pulling pack, claims, ingredients, nutrition and flavors into a structured record. You maintain exactly the attributes you need, whether that's 12 or 1,200.

Illustrative example
retailer.com/p/gatorade-zero-glacier-cherry
Pack & Claims
Gatorade
Gatorade Zero Glacier Cherry Thirst Quencher · 12-pack
Flavors
★★★★★4.72,418 ratings
$8.98 · $0.75 / bottle
  • Zero sugar, 5 calories per bottle
  • Electrolytes to help replace what you sweat out
  • Isotonic formula for rapid hydration
Dietary & Positioning
Ingredients
Water, citric acid, sodium citrate, monopotassium phosphate, natural flavor, sucralose, acesulfame potassium.
Ingredients
Nutrition Facts · per bottle
5 cal0g sugar270mg sodium75mg potassium
Nutrition
From the description
“Zero sugar thirst quencher with electrolytes to replace what you sweat out.”
“Glacier Cherry. Isotonic formula built for rapid hydration.”
Harmonya reads it, tags every attribute…
Glacier Cherry 12-count 270mg sodium isotonic citric acid zero sugar Cherry 0g sugar electrolytes natural flavor thirst quencher 12 fl oz 5 cal low calorie water bottle rapid hydration 75mg potassium sucralose flavor family
Flavors Pack & Claims Dietary Ingredients Nutrition
↓ aligned into one structured row
FlavorSub-SegmentPackSugarSodiumClaim
Glacier CherryZero Sugar12-pack0g270mgZero Sugar
Every field carries a confidence score and full source lineage, back to the page it came from.
Governed & Ready

Built for the controls enterprise teams require

Automation does the work. You keep the oversight.

Human-in-the-loop

Confidence scores flag exactly what to review.

Full lineage

Every field keeps its full history.

KPIs and SLA

Agreed accuracy targets and clear ownership.

AI-ready

Clean, machine-readable for AI and search.

Proof

Already running for the biggest names in CPG and retail

Accuracy and speed at enterprise scale, with the manual work off the team.

>25x

ROI on automated attribution

Top-5 F&B Manufacturer
$20M

saved annually via vendor renegotiation

Top-5 F&B Manufacturer
71%

fewer non-informative labels

Leading Retailer
72 hrs

turnaround at enterprise scale

Leading Retailer
In Their Words

Trusted by the teams who live in product data

The people closest to the work feel the difference first.

“Harmonya took attribution off my team's plate, so they focus on growing the business, not coding products by hand.”

Name - Top-5 CPG Manufacturer

“We stopped reconciling tens of thousands of items by hand, and finally trust one product layer across every dashboard.”

Name - Category Insights, National Retailer

Request a Demo

Schedule a personalized demo to see how Harmonya enriches product data, surfaces high-growth attributes, and maps shopper language back to the SKU level. We’ll walk through relevant category workflows, show how teams move from data cleanup to action, and answer questions about fit. Want proof first? Watch the Harmonya Enrichment Overview or explore Case Studies before booking.

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