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Hello Molly logoHello Molly product data API

Structured Hello Molly product data for developers building search, recommendations, and AI shopping agents.

Agentic commerce demo

Try a Hello Molly-only AI shopping agent

This demo uses a constant Hello Molly filter and tells the assistant it represents Hello Molly only. Developers can use the same pattern to build brand-scoped shopping agents, product search, and recommendation flows.

Do you work at Hello Molly?

Looking to drive more AI sales? Channel3 can help Hello Molly surface more accurately and frequently on AI shopping platforms. No technical work required on your end. Most teams get set up in less than 10 minutes and see results same week.

Drive more AI sales
C3

Hello! I'm an AI shopping assistant powered by the Channel3 API, and I'm scoped to Hello Molly products.

Find any Hello Molly product with one easy endpoint

Start with 1,000 free searches every month.

curl https://api.trychannel3.com/v1/search \
  -H "x-api-key: $CHANNEL3_API_KEY" \
  -H "content-type: application/json" \
  -d '{
  "query": "Hello Molly products",
  "filters": {
    "brand_ids": [
      "oBTG"
    ]
  },
  "limit": 20
}'
from channel3_sdk import Channel3

client = Channel3()

products = client.search.perform(
    query="Hello Molly products",
    filters={"brand_ids": ["oBTG"]},
    limit=20,
)
import Channel3 from "@channel3/sdk";

const client = new Channel3();

const products = await client.search.perform({
  query: "Hello Molly products",
  filters: {
    brand_ids: ["oBTG"],
  },
  limit: 20,
});

What the product data includes

Normalized product titles

Clean, comparable titles across merchants and storefronts.

Brand and categories

Stable identifiers for filtering, deduplication, and analytics.

Images and product metadata

Hero images, product IDs, category signals, and merchant context.

Live prices and availability

Current offer data so agents do not recommend stale products.

Merchant URLs

Direct product links from retailers and marketplaces.

Affiliate-ready offers

Monetizable links and commission-aware offer selection where available.

Sample Hello Molly products

A preview of the products available through the Channel3 Hello Molly product data API.

Lychee Martini Satin Midi Dress
Hello Molly
Lychee Martini Satin Midi Dress
£75
Spring Candy Dress Yellow
Hello Molly
Spring Candy Dress Yellow
$59
Let's Link Up Satin Mini Dress Green
Hello Molly
Let's Link Up Satin Mini Dress Green
$89
Majestic Girl Halter Satin Maxi Dress Orange
Hello Molly
Majestic Girl Halter Satin Maxi Dress Orange
$74
Cocktail Hour Chic Satin Mini Dress Green
Hello Molly
Cocktail Hour Chic Satin Mini Dress Green
£61
Night Of Distinction One Shoulder Satin Maxi Dress Sage
Hello Molly
Night Of Distinction One Shoulder Satin Maxi Dress Sage
$105
Caught In The Sunlight Mesh Maxi Dress Sage
Hello Molly
Caught In The Sunlight Mesh Maxi Dress Sage
$109
All-in-one Mini Dress Hot Pink
Hello Molly
All-in-one Mini Dress Hot Pink
$120
Rosewater Kiss Satin Maxi Dress
Hello Molly
Rosewater Kiss Satin Maxi Dress
$100
Sassy Sparks Strapless Satin Mini Dress Black
Hello Molly
Sassy Sparks Strapless Satin Mini Dress Black
£81
Night Garden Dress Mint
Hello Molly
Night Garden Dress Mint
A$89
Sunday Brunch Maxi Dress Pink
Hello Molly
Sunday Brunch Maxi Dress Pink
A$71
Ring Ring Midi Dress Emerald
Hello Molly
Ring Ring Midi Dress Emerald
A$76
The Edit Tailored Off Shoulder Crop Top White
Hello Molly
The Edit Tailored Off Shoulder Crop Top White
A$56
Summer Essence Strapless Bubble Mini Dress White
Hello Molly
Summer Essence Strapless Bubble Mini Dress White
A$90
Yours To Love Satin Halter Mini Dress Black
Hello Molly
Yours To Love Satin Halter Mini Dress Black
$69
Lover Of Print Maxi Dress Pink
Hello Molly
Lover Of Print Maxi Dress Pink
A$127
Dramatic Friend Dress Orange
Hello Molly
Dramatic Friend Dress Orange
$90
18k Gold Plated Selene Earrings Gold
Hello Molly
18k Gold Plated Selene Earrings Gold
$20
Own The Spotlight Bandage Bodysuit White
Hello Molly
Own The Spotlight Bandage Bodysuit White
A$66
Ruled Over You Midi Dress Blue
Hello Molly
Ruled Over You Midi Dress Blue
A$90
Cecile Shirt White
Hello Molly
Cecile Shirt White
$24
The Samara Satin Maxi Dress Rose
Hello Molly
The Samara Satin Maxi Dress Rose
$140
Star Gazer Top Black
Hello Molly
Star Gazer Top Black
$59

A structured response for apps and agents

Results are ready for search interfaces, ranking pipelines, product cards, and AI agent tool calls.

{
  "products": [
    {
      "id": "prod_01H...",
      "title": "Hello Molly sample product",
      "brand": {
        "name": "Hello Molly"
      },
      "category_ids": [
        "xoN"
      ],
      "images": [
        {
          "url": "https://..."
        }
      ],
      "offers": [
        {
          "merchant_domain": "example.com",
          "price": 128,
          "currency": "USD",
          "availability": "InStock",
          "url": "https://..."
        }
      ]
    }
  ],
  "next_page_token": "eyJwYWdlIjoyfQ..."
}

Common use cases

AI shopping agents

Let users ask for products naturally, then return structured candidates your agent can rank and explain.

Affiliate search

Build product discovery experiences with merchant URLs and affiliate-aware offer data.

Marketplace search

Power fast, filterable product search without maintaining retailer-specific scraping pipelines.

Catalog enrichment

Map sparse product records to normalized brands, categories, images, and live merchant offers.

Frequently asked questions

How do I find Hello Molly product data?

Use the Channel3 search endpoint with a brand filter. The response includes normalized products, images, prices, availability, and merchant URLs.

Can I use this data in an AI shopping agent?

Yes. Channel3 is designed for product discovery workflows where an app or agent needs structured product results from many merchants.

Do results include price and stock?

Product offers include price, currency, availability, merchant domain, and product URLs when those fields are available.

Can I monetize product links?

Channel3 returns merchant URLs and can use affiliate-ready offer selection where commission data is available.

Explore product data categories

Browse broader product data APIs related to brand-scoped product search and AI shopping agent workflows.

More brand product data APIs

Compare this brand feed with other large brand catalogs available through Channel3.

Build with Hello Molly product data

Start with 1,000 free searches every month. No credit card required.

Every product on the internet, in one API.

Get paid to build the future of shopping.

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In-store

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Online

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Agentic Commerce

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