Data Products

The product layer, delivered into your stack.

Three feeds off one record. Take the attributes Harmonya already maintains, deepen the ones you own, or compute a definition you set across every UPC.

One record, as it arrives Keyed to the UPC

Pack size and count

12 oz slim can, 8-pack

Printed on the pack, so the image and the title answer it directly. pack images, title · checked Sep 2

Sweetener system

Allulose with stevia leaf extract

A factual question the panel answers, so no other evidence is allowed in. ingredient list, nutrition panel · checked Sep 2

Occasion

Afternoon energy, desk and commute

A conclusion, not a fact, so it is drawn from how shoppers describe using it. description, reviews · checked Aug 29

Flat file API Warehouse share Your taxonomy or ours

What Every Field Carries

A feed is only useful if you can act on a value you disagree with. Every field arrives with enough around it to check.

Value
One per field, per UPC

One resolved answer per field, not whichever source wrote last. Everything collected for that product is normalized into a single record keyed to the UPC before any field leaves it.

Reasoning
Why it was assigned

Each value can carry a short written rationale, so a field you disagree with gets checked against the evidence that produced it rather than argued about.

Lineage
Which data answered it

Every attribute names the data elements it was allowed to read. A factual field sees the panel and the pack; a conclusion sees the language shoppers used. You can see which was which.

Three Feeds, One Record

Which one you want depends on what you already have.

What our customers are saying

“The relationship between Coca-Cola and Harmonya has truly felt like a partnership. We treat them as an extension of our team.”

Rylee Rogers

Fmr. Category Sales Advisor

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“Before Harmonya, we couldn’t track competitor innovations online effectively. Now we can see how fast they’re scaling, just like we do in brick and mortar.”

Michael Mackezyk

Senior Manager, Data Capabilities

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"Harmonya is becoming a powerful unlock across our organization—it's  being explored as a cross-functional innovation, brand strategy, and product development tool."

TJ Hanel

Director Omni-Commerce Retail Media Strategy

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"Harmonya enables us to efficiently uncover deeper insights into consumer sentiment and product ingredient preferences, allowing us to identify actionable opportunities to meet shopper needs and enhance category shopability"

Kristina Foreman

Category Analyst

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"Harmonya is elevating and enhancing the way we analyze and tell stories with data. The platform enables us to uncover deeper insights that have measurable impact. The team is collaborative, innovative, and truly invested in our success!"

Savita Kharbas

Senior Director of Category and Consumer Insights

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“With Harmonya’s review data, we can quantify what customers are saying and compare which products meet their needs best—not based on what we say, but on what they say.”

Rylee Rogers

Fmr. Category Sales Advisor

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"Working with Harmonya has been a game-changer – keeping us deeply engaged through new product releases while empowering us to turn complex data into clear, actionable insights."

Wendy Fan

Commercial Strategy Manager

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“What Harmonya came up with was an AI-powered solution that helped us match 2,000 missing items. That gave us visibility into $1.7 billion in annual sales we were previously blind to.”

Michael Mackezyk

Senior Manager, Data Capabilities

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"The Harmonya team has played a vital role in finding insights on texture, flavor, and nutritional content across our competitive set, identifying innovation whitespace, and sparking additional conversations as we develop concepts for our brands."

Bailey Harrison

Senior Associate Brand Manager

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Pick the Feed, Not the Project

The three feeds differ only in what you bring to them. If you would rather not run the catalog at all, that is a different arrangement.

Managed Catalog

Hand the catalog over and have Harmonya run the coding, the cleansing and the harmonization against a standing commitment.

See managed catalog

Request a Demo

Thirty minutes on your categories. How the attributes get built, and the questions your team could put to them.