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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.

29,802 products
Sample prices $6–$129

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.

Whimsical Heart Maxi Dress Blue
Hello Molly
Whimsical Heart Maxi Dress Blue
$38
London Calling Crop Top White
Hello Molly
London Calling Crop Top White
$65
Frutta Fresca Set Pink
Hello Molly
Frutta Fresca Set Pink
$99
Rue Pasteur Shorts Beige
Hello Molly
Rue Pasteur Shorts Beige
$6
Summer Dreams Maxi Dress Yellow
Hello Molly
Summer Dreams Maxi Dress Yellow
$33
Enjoy Daylight Crop Top Yellow
Hello Molly
Enjoy Daylight Crop Top Yellow
A$11
Spring Blossoms Halter Maxi Dress Blue
Hello Molly
Spring Blossoms Halter Maxi Dress Blue
$129
Hold Your Shine Maxi Dress Blue
Hello Molly
Hold Your Shine Maxi Dress Blue
A$20
Chin Up One Shoulder Maxi Dress
Hello Molly
Chin Up One Shoulder Maxi Dress
$29
Ticket To Anywhere Top Pink
Hello Molly
Ticket To Anywhere Top Pink
$35
Roll Up Your Sleeves Dress White
Hello Molly
Roll Up Your Sleeves Dress White
$40
Lisbon Romper Pink
Hello Molly
Lisbon Romper Pink
$89
Bird Of Paradise Swim Bottom Mulberry
Hello Molly
Bird Of Paradise Swim Bottom Mulberry
$30
Dreaming Of Above Maxi Dress Champagne
Hello Molly
Dreaming Of Above Maxi Dress Champagne
$23
Madre Mia Dress
Hello Molly
Madre Mia Dress
$75
High Slim Cindy Jeans Blue
Hello Molly
High Slim Cindy Jeans Blue
$13
Heartbeats Maxi Dress
Hello Molly
Heartbeats Maxi Dress
$53
Shadow Self Midi Skirt
Hello Molly
Shadow Self Midi Skirt
$18
Soft Fragrance Romper
Hello Molly
Soft Fragrance Romper
$85
Unstoppable Moment Mesh Maxi Dress Plum
Hello Molly
Unstoppable Moment Mesh Maxi Dress Plum
$90
Made For The Pm Dress Pink
Hello Molly
Made For The Pm Dress Pink
$49
Mallorca Dress White
Hello Molly
Mallorca Dress White
$66
Suntuoso Jumpsuit White
Hello Molly
Suntuoso Jumpsuit White
$76
Palma Dress White--to Hm
Hello Molly
Palma Dress White--to Hm
$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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