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This is a free evaluation sample of the Channel3 Universal Product Graph. It is provided so you can inspect the schema, coverage, and data quality before licensing the full dataset. The full graph (tens of millions of products across thousands of brands and merchants, continuously refreshed) is available under a commercial license. By requesting access to this sample you agree that it is for evaluation only, and that redistribution or production use of the full graph requires a separate commercial agreement with Channel3. Share your details below and the Channel3 team will follow up with full-access options.

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Channel3 Universal Product Graph (Sample)

Structured, AI-ready product data from across the web. This repository contains a small evaluation sample. The full dataset is available under a commercial license from Channel3.

What this is

Channel3 maintains a universal product graph: a connected, continuously updated dataset of products from across the internet. For each product it provides normalized and comparable titles, stable identifiers for deduplication and joins, hero images, category signals, brand and merchant context, current price, currency, and availability, and direct merchant and product URLs. Products are matched across merchants and variants are resolved, so records are consistent and analytics-ready rather than raw scraped listings.

This sample is intended to let you evaluate the schema, coverage, and data quality. It is not the full graph and is not intended for production use.

Who it is for

Teams building search, recommendations, AI shopping agents, catalog enrichment, pricing and availability intelligence, or training and grounding models, that need clean, comprehensive product data without building and maintaining their own crawling, matching, and normalization pipeline.

Full dataset coverage

  • Tens of millions of products across thousands of brands and merchants
  • Matched across sources, so one product carries offers from many merchants for price and availability comparison
  • Refreshed continuously as catalogs, prices, and availability change across the web
  • Global, multilingual, and multi-currency in the full graph. The offers in this sample reflect the API's default en/US/USD locale; the graph carries additional merchants and currencies per product
  • Delivered via REST API (primary), with bulk file export (JSON, CSV) and cloud delivery (S3) available

Data model

Records follow the Channel3 public product model, serialized through the production /v1/products API path. The sample includes the full product objects (channel3_product_graph_sample.json) and a flattened, one-row-per-offer table that powers the dataset viewer (channel3_product_graph_table.jsonl). Full field reference: https://docs.trychannel3.com/product-model

Each product carries:

Field Description
id Stable Channel3 product identifier, for dedup and joins
title Normalized, comparable product title
description Product description
brands Brand id and name
category Leaf category with slug, title, and full breadcrumb path
categories Human-readable category breadcrumb(s)
images Image URLs with alt text, main-image flag, and shot type
key_features Notable product features
materials Material composition where available
structured_attributes Normalized attributes (for example color, size, drinkware-material, sleeve-length-type)
variants Variant options (for example size, color) with per-variant availability and product ids
offers One or more merchant offers for the product

Each offer carries:

Field Description
domain Merchant domain
price Current price, compare-at price, and ISO currency
availability Current stock status (InStock, OutOfStock)
condition Product condition
url Canonical link to the merchant product page

The sample demonstrates the property that makes the graph valuable: cross-merchant matching. A single product carries offers from multiple merchants (for example the Lodge cast-iron skillet appears across Bass Pro, Cabela's, and Crate & Barrel), so you can compare price and availability across the web for the same item.

Note: this sample is built from real Channel3 production records, serialized through the same public API path buyers use. Affiliate commission rates are zeroed and buy URLs are reduced to canonical form. No personally identifiable data is included.

Example use cases

  • Grounding AI shopping agents in real, normalized product data
  • Product search and semantic retrieval over a clean catalog
  • Catalog enrichment and matching against your own SKUs
  • Price and availability intelligence across merchants
  • Training or fine-tuning models on structured commerce data

Access to the full dataset

This sample is gated so we can understand who is evaluating it and follow up with the right full-access option. Request access above (you will be asked for your company, work email, and intended use). For direct inquiries, contact support@trychannel3.com. We respond within one business day.

License

The sample is provided for evaluation only. Full and commercial use of the Channel3 Universal Product Graph is governed by a separate commercial agreement. See LICENSE.md.

About Channel3

Channel3 is a real-time product data API and universal product graph for AI shopping agents. Learn more at trychannel3.com.

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