Developers
19
Where Jev Fits in a Large-Scale Data Pipeline
Jev raised our product categorization accuracy from 81.9% to 97.2% at about the same cost, when we used it to choose from 30 prefiltered categories. Searching the full taxonomy with it was too expensive.
·By Evan Fenster
Channel3 vs Shopify Catalog
A single-platform storefront catalog vs. a cross-retailer product data API for AI shopping agents
·By Channel3
Channel3 vs Tavily
General Web Search vs. a Purpose-Built Product Data Layer
·By Channel3
Channel3 vs Keenable
Web-Scale Search Infrastructure vs. a Purpose-Built Product Data Layer
·By Channel3
Channel3 vs Tinyfish
Web Automation vs. a Purpose-Built Product Data Layer
·By Channel3
Channel3 vs SerpAPI
Why scraping Google Shopping is a shrinking strategy for product data
·By Channel3
Channel3 vs ShopMy
Open Product Infrastructure vs. a Closed Creator Storefront Network
·By Channel3
Channel3 vs Exa
General Web Search vs. a Purpose-Built Product Data Layer
·By Channel3
Channel3 vs Google
Why there's no public API for Google's product catalog — and what to use instead
·By Channel3
I Built a Real, Earning Shopping App With No Code in 5 Steps
A 19-year-old non-coder builds a live AI shopping app with real products and built-in earnings on Lovable, in 5 prompts. Every prompt, every gotcha, no code.
·By Shrivathsan Sakthisundaram
How to Build an AI Shopping Agent That Returns Real Products
The hard part of an AI shopping agent isn't the AI. It's getting real, buyable products. Here's the product-data layer that makes an agent actually work, tested and built.
·By Shrivathsan Sakthisundaram
I Tested Every Product Data API So You Don't Have To
My first week as a Channel3 intern, Alex handed me a task: figure out why other APIs don't work for AI shopping agents. Here's my full research breakdown — and why Channel3 wins.
·By Shrivathsan Sakthisundaram
Building with a product search API: a developer's guide
How to integrate real-time product search into your app. Compare approaches and get started with a unified product search API.
·By Channel3
How to earn commission with commission-ready product data
Monetize your AI or app with product recommendations. Use commission-ready product data to earn commission on sales you drive.
·By Channel3
How to build a shopping AI agent that finds real products
Step-by-step guide to building an AI agent that can search and recommend real products with live prices and commission-earning links.
·By Channel3
Why real-time product data matters for AI and apps
Stale product data breaks trust. Learn why real-time prices, availability, and catalog updates are essential for AI shopping and recommendations.
·By Channel3
Semantic product search: beyond keyword matching
How semantic search understands intent and returns better product results. Compare keyword vs. semantic product search for your app.
·By Channel3
How to add product recommendations to your app
Integrate product recommendations into any app: step-by-step with filters, limits, and optional image search. Use the Channel3 SDK or API.
·By Channel3
Product catalog API for e-commerce and AI: what to look for
Evaluate product catalog APIs for e-commerce and AI use cases. Coverage, freshness, search quality, and monetization.
·By Channel3