# Lululemon Product Trends Scraper (`parseforge/wgsn-trends-scraper`) Actor

Browse Lululemon product listings by keyword and return name, price, color options, size availability, SKU, category, image, rating, and review count. Useful for activewear competitors tracking assortments, retail analysts watching athleisure trends, and price monitoring across ranges.

- **URL**: https://apify.com/parseforge/wgsn-trends-scraper.md
- **Developed by:** [ParseForge](https://apify.com/parseforge) (community)
- **Categories:** E-commerce, Automation, Integrations
- **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, NaN bookmarks
- **User rating**: No ratings yet

## Pricing

from $7.50 / 1,000 results

This Actor is paid per event. You are not charged for the Apify platform usage, but only a fixed price for specific events.
Since this Actor supports Apify Store discounts, the price gets lower the higher subscription plan you have.

Learn more: https://docs.apify.com/platform/actors/running/actors-in-store#pay-per-event

## What's an Apify Actor?

Actors are a software tools running on the Apify platform, for all kinds of web data extraction and automation use cases.
In Batch mode, an Actor accepts a well-defined JSON input, performs an action which can take anything from a few seconds to a few hours,
and optionally produces a well-defined JSON output, datasets with results, or files in key-value store.
In Standby mode, an Actor provides a web server which can be used as a website, API, or an MCP server.
Actors are written with capital "A".

## How to integrate an Actor?

If asked about integration, you help developers integrate Actors into their projects.
You adapt to their stack and deliver integrations that are safe, well-documented, and production-ready.
The best way to integrate Actors is as follows.

In JavaScript/TypeScript projects, use official [JavaScript/TypeScript client](https://docs.apify.com/api/client/js.md):

```bash
npm install apify-client
```

In Python projects, use official [Python client library](https://docs.apify.com/api/client/python.md):

```bash
pip install apify-client
```

In shell scripts, use [Apify CLI](https://docs.apify.com/cli/docs.md):

````bash
# MacOS / Linux
curl -fsSL https://apify.com/install-cli.sh | bash
# Windows
irm https://apify.com/install-cli.ps1 | iex
```bash

In AI frameworks, you might use the [Apify MCP server](https://docs.apify.com/platform/integrations/mcp.md).

If your project is in a different language, use the [REST API](https://docs.apify.com/api/v2.md).

For usage examples, see the [API](#api) section below.

For more details, see Apify documentation as [Markdown index](https://docs.apify.com/llms.txt) and [Markdown full-text](https://docs.apify.com/llms-full.txt).


# README

![ParseForge Banner](https://github.com/ParseForge/apify-assets/blob/ad35ccc13ddd068b9d6cba33f323962e39aed5b2/banner.jpg?raw=true)

## 🧘 Lululemon Product Trends Scraper

> 🚀 **Track Lululemon product trends in seconds. Name, price, color, size, sku, category, and ratings from shop.lululemon.com.**

> 🕒 **Last updated:** 2026-05-29 · **📊 13 fields** per record · Lululemon listings · Public data

The Lululemon Product Trends Scraper turns Lululemon's public product listings into a clean, structured dataset. Provide a search query, and the actor pulls product cards from the public shop.lululemon.com search endpoint and flattens each listing into one row.

| 🎯 Target Audience | 💡 Primary Use Cases |
|---|---|
| 🛍️ Brand analysts | Track competitor pricing on Lululemon |
| 📊 E-commerce teams | Benchmark assortment, ratings, reviews |
| 💼 Resellers | Spot trending products and stock-outs |
| 🤖 ML engineers | Build product-search training sets |
| 📰 Journalists | Snapshot marketplace pricing for stories |
| 👩‍💻 Developers | Mirror Lululemon catalog data into your DB |

### 📋 What the Lululemon Product Trends Scraper does

- Calls Lululemon's public search endpoint with your query.
- Parses the JSON response and flattens each product into a row.
- Normalizes field names across variations (`itemid` → `sku`, `shopid` → `shop_id`, etc.).
- Stops at `maxItems` so you don't waste credits.
- Surfaces upstream errors as a clean `error` record instead of crashing.
- Exports as CSV, Excel, JSON, JSONL, XML, RSS, or HTML.

> 💡 **Why it matters:** Lululemon's public search JSON is noisy and verbose. This actor normalizes everything to clean, predictable column names so the data drops straight into pandas, BigQuery, or a spreadsheet.

### 🎬 Full Demo

_🚧 Coming soon._

### ⚙️ Input

<table>
<tr><th>Field</th><th>Type</th><th>Required</th><th>Description</th></tr>
<tr><td><code>searchQuery</code></td><td>string</td><td>No</td><td>Search keyword. Prefill: <code>shoes</code>.</td></tr>
<tr><td><code>maxItems</code></td><td>integer</td><td>No</td><td>Free users 10. Paid users up to 1,000,000. Prefill: 10.</td></tr>
<tr><td><code>proxyConfiguration</code></td><td>object</td><td>No</td><td>Apify proxy. Residential recommended.</td></tr>
</table>

**Example 1**
```json
{
  "searchQuery": "shoes",
  "maxItems": 50
}
````

**Example 2**

```json
{
  "searchQuery": "headphones",
  "maxItems": 200,
  "proxyConfiguration": { "useApifyProxy": true, "apifyProxyGroups": ["RESIDENTIAL"] }
}
```

> ⚠️ **Good to Know:** Lululemon actively rate-limits and may block requests without residential proxies. If you see an `error` record, retry with residential proxies enabled.

### 📊 Output

Each record is a flat object. `imageUrl` is first, `error` is last.

| Field | Type | Description |
|---|---|---|
| 🖼️ `imageUrl` | string | Product image URL. |
| 📛 `name` | string | Product name. |
| 🔗 `url` | string | Product page URL. |
| 💰 `price` | string | price of the product. |
| 🎨 `color` | string | color of the product. |
| 📏 `size` | string | size of the product. |
| 🔖 `sku` | string | sku of the product. |
| 📂 `category` | string | category of the product. |
| ⭐ `rating` | string | rating of the product. |
| 💬 `reviews_count` | string | reviews count of the product. |
| 🕒 `scrapedAt` | string | Timestamp when this row was fetched. |
| ❌ `error` | string | Set if the upstream response was an error. |

**Sample record**

```json
{
  "imageUrl": "https://shop.lululemon.com/images/sample.jpg",
  "name": "Sample product",
  "url": "https://shop.lululemon.com/p/12345",
  "name": "sample",
  "price": "sample",
  "color": "sample",
  "size": "sample",
  "sku": "sample",
  "category": "sample",
  "image": "sample",
  "rating": "sample",
  "reviews_count": "sample",
  "scrapedAt": "2026-05-29T13:00:00.000Z",
  "error": null
}
```

### ✨ Why choose this Actor

| 🆓 | Works on the Apify free tier. |
| 🧹 | Clean snake\_case keys across all Lululemon response variations. |
| 🛟 | Surfaces Lululemon's rate-limit notes as a clean `error` record. |
| 🔌 | One input field, no headless browser, no client code. |
| 💾 | Instant CSV, Excel, JSON, XML, RSS, or HTML export. |
| ⚡ | Residential-proxy-ready out of the box. |

### 📈 How it compares to alternatives

| Approach | Setup time | Clean keys? | Proxy rotation? | Rate-limit handling? |
|---|---|---|---|---|
| Roll your own fetch | 30 min + | ❌ | ❌ | ❌ |
| Headless Puppeteer | 1 hr + | partial | manual | manual |
| **This Actor** | 5 sec, no install | ✅ | ✅ | ✅ |

### 🚀 How to use

1. Click **Try for free**.
2. Enter a `searchQuery` (or keep the default).
3. (Optional) Tweak `maxItems` and `proxyConfiguration`.
4. Click **Start**. Within seconds, your dataset is ready. Download as CSV, Excel, JSON, or XML, or pipe to your warehouse.

### 💼 Business use cases

**📊 Competitive pricing.** Pull daily snapshots of competitor listings to track price moves and stock-outs.

**🛒 Assortment planning.** Identify trending products by sold count and ratings.

**📰 Market reporting.** Verify marketplace prices for stories or research papers.

**🤖 ML feature engineering.** Build a clean product-search training set across categories.

### 🔌 Automating Lululemon Product Trends Scraper

- **Make / Zapier**: trigger every morning, push to Airtable, Google Sheets, or Slack.
- **Cron schedule**: native Apify scheduler.
- **Webhooks**: get a POST the moment a run finishes.
- **Pipe to BigQuery / Snowflake / Postgres**: native Apify integrations.

### 🌟 Beyond business use cases

**🎓 Education.** Use real marketplace data in data-science classes.

**🧪 Personal research.** Track gift ideas, sneaker drops, or skincare launches.

**🤝 Non-profit & open data.** Build dashboards of marketplace pricing for consumer-rights groups.

**🧰 Tinkering & prototyping.** Spin up a product feed in 5 seconds to test a chart library or ML model.

### 🤖 Ask an AI assistant about this scraper

Pop this README into ChatGPT, Claude, or any AI assistant and ask it to map your workflow to the actor's inputs.

### ❓ Frequently Asked Questions

**❓ Do I need a login?** No. The actor uses Lululemon's public search endpoint only.

**❓ Is there a rate limit?** Lululemon enforces aggressive rate limits. Residential proxies are recommended.

**❓ How is data cleaned?** All field names are normalized to consistent snake\_case across response variations.

**❓ Can I get product details?** This actor focuses on listings. Combine with a detail-page actor for full specs.

**❓ How do you handle errors?** Upstream errors are pushed as a single `error` record instead of throwing.

**❓ Can I schedule runs?** Yes. Use Apify's native scheduler or hook into Make / Zapier / cron.

**❓ Is this scraping or API?** Public REST endpoint. We normalize the response.

**❓ Will the schema change?** `name`, `price`, and `error` are stable. Source-specific fields pass through.

**❓ What format can I download?** CSV, Excel, JSON, JSONL, XML, RSS, or HTML straight from the Apify dataset UI.

**❓ What about ToS?** Only publicly available data is scraped. You are responsible for compliance.

### 🔌 Integrate with any app

Apify ships native integrations with Make, Zapier, Slack, Discord, Google Drive, Google Sheets, Gmail, Airbyte, Keboola, Telegram, GitHub, and any REST API or webhook endpoint. Trigger runs from a calendar event, a form submission, a cron job, or pipe results straight into BigQuery, Snowflake, or a Postgres warehouse.

### 🔗 Recommended Actors

| Actor | What it does |
|---|---|
| [ParseForge Alpha Vantage Scraper](https://apify.com/parseforge/alpha-vantage-public-scraper) | Public market data, FX, crypto. |
| [ParseForge OurAirports Scraper](https://apify.com/parseforge/ourairports-scraper) | Global airport database. |
| [ParseForge NBA Stats Scraper](https://apify.com/parseforge/nba-stats-scraper) | NBA player and team stats. |
| [ParseForge CurseForge Mods Scraper](https://apify.com/parseforge/curseforge-mods-scraper) | Public mod metadata. |

> 💡 **Pro Tip:** browse the complete [ParseForge collection](https://apify.com/parseforge) for 900+ production-grade scrapers across business intelligence, real estate, e-commerce, sports, finance, and public records.

***

**Disclaimer.** This actor scrapes only publicly available data. ParseForge is not affiliated with, endorsed by, or sponsored by any of the third-party services referenced. Users are responsible for complying with the target site's terms of service and applicable law. [Create a free account w/ $5 credit](https://console.apify.com/sign-up?fpr=vmoqkp).

# Actor input Schema

## `searchQuery` (type: `string`):

Search keyword for Lululemon (e.g. "tshirt", "headphones", "lipstick").

## `maxItems` (type: `integer`):

Free users: Limited to 10 items (preview). Paid users: Optional, max 1,000,000

## `proxyConfiguration` (type: `object`):

Apify proxy configuration. Residential proxies recommended.

## Actor input object example

```json
{
  "searchQuery": "shoes",
  "maxItems": 10,
  "proxyConfiguration": {
    "useApifyProxy": true,
    "apifyProxyGroups": [
      "RESIDENTIAL"
    ]
  }
}
```

# Actor output Schema

## `results` (type: `string`):

No description

# API

You can run this Actor programmatically using our API. Below are code examples in JavaScript, Python, and CLI, as well as the OpenAPI specification and MCP server setup.

## JavaScript example

```javascript
import { ApifyClient } from 'apify-client';

// Initialize the ApifyClient with your Apify API token
// Replace the '<YOUR_API_TOKEN>' with your token
const client = new ApifyClient({
    token: '<YOUR_API_TOKEN>',
});

// Prepare Actor input
const input = {
    "searchQuery": "shoes",
    "maxItems": 10,
    "proxyConfiguration": {
        "useApifyProxy": true,
        "apifyProxyGroups": [
            "RESIDENTIAL"
        ]
    }
};

// Run the Actor and wait for it to finish
const run = await client.actor("parseforge/wgsn-trends-scraper").call(input);

// Fetch and print Actor results from the run's dataset (if any)
console.log('Results from dataset');
console.log(`💾 Check your data here: https://console.apify.com/storage/datasets/${run.defaultDatasetId}`);
const { items } = await client.dataset(run.defaultDatasetId).listItems();
items.forEach((item) => {
    console.dir(item);
});

// 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/js/docs

```

## Python example

```python
from apify_client import ApifyClient

# Initialize the ApifyClient with your Apify API token
# Replace '<YOUR_API_TOKEN>' with your token.
client = ApifyClient("<YOUR_API_TOKEN>")

# Prepare the Actor input
run_input = {
    "searchQuery": "shoes",
    "maxItems": 10,
    "proxyConfiguration": {
        "useApifyProxy": True,
        "apifyProxyGroups": ["RESIDENTIAL"],
    },
}

# Run the Actor and wait for it to finish
run = client.actor("parseforge/wgsn-trends-scraper").call(run_input=run_input)

# Fetch and print Actor results from the run's dataset (if there are any)
print("💾 Check your data here: https://console.apify.com/storage/datasets/" + run["defaultDatasetId"])
for item in client.dataset(run["defaultDatasetId"]).iterate_items():
    print(item)

# 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start

```

## CLI example

```bash
echo '{
  "searchQuery": "shoes",
  "maxItems": 10,
  "proxyConfiguration": {
    "useApifyProxy": true,
    "apifyProxyGroups": [
      "RESIDENTIAL"
    ]
  }
}' |
apify call parseforge/wgsn-trends-scraper --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "command": "npx",
            "args": [
                "mcp-remote",
                "https://mcp.apify.com/?tools=parseforge/wgsn-trends-scraper",
                "--header",
                "Authorization: Bearer <YOUR_API_TOKEN>"
            ]
        }
    }
}

```

## OpenAPI specification

```json
{
    "openapi": "3.0.1",
    "info": {
        "title": "Lululemon Product Trends Scraper",
        "description": "Browse Lululemon product listings by keyword and return name, price, color options, size availability, SKU, category, image, rating, and review count. Useful for activewear competitors tracking assortments, retail analysts watching athleisure trends, and price monitoring across ranges.",
        "version": "0.1",
        "x-build-id": "FzpUP1ezWYHDGGw3k"
    },
    "servers": [
        {
            "url": "https://api.apify.com/v2"
        }
    ],
    "paths": {
        "/acts/parseforge~wgsn-trends-scraper/run-sync-get-dataset-items": {
            "post": {
                "operationId": "run-sync-get-dataset-items-parseforge-wgsn-trends-scraper",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for its completion, and returns Actor's dataset items in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        },
        "/acts/parseforge~wgsn-trends-scraper/runs": {
            "post": {
                "operationId": "runs-sync-parseforge-wgsn-trends-scraper",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor and returns information about the initiated run in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK",
                        "content": {
                            "application/json": {
                                "schema": {
                                    "$ref": "#/components/schemas/runsResponseSchema"
                                }
                            }
                        }
                    }
                }
            }
        },
        "/acts/parseforge~wgsn-trends-scraper/run-sync": {
            "post": {
                "operationId": "run-sync-parseforge-wgsn-trends-scraper",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        }
    },
    "components": {
        "schemas": {
            "inputSchema": {
                "type": "object",
                "properties": {
                    "searchQuery": {
                        "title": "Search query",
                        "type": "string",
                        "description": "Search keyword for Lululemon (e.g. \"tshirt\", \"headphones\", \"lipstick\")."
                    },
                    "maxItems": {
                        "title": "Max Items",
                        "minimum": 1,
                        "maximum": 1000000,
                        "type": "integer",
                        "description": "Free users: Limited to 10 items (preview). Paid users: Optional, max 1,000,000"
                    },
                    "proxyConfiguration": {
                        "title": "Proxy configuration",
                        "type": "object",
                        "description": "Apify proxy configuration. Residential proxies recommended.",
                        "default": {
                            "useApifyProxy": true,
                            "apifyProxyGroups": [
                                "RESIDENTIAL"
                            ]
                        }
                    }
                }
            },
            "runsResponseSchema": {
                "type": "object",
                "properties": {
                    "data": {
                        "type": "object",
                        "properties": {
                            "id": {
                                "type": "string"
                            },
                            "actId": {
                                "type": "string"
                            },
                            "userId": {
                                "type": "string"
                            },
                            "startedAt": {
                                "type": "string",
                                "format": "date-time",
                                "example": "2025-01-08T00:00:00.000Z"
                            },
                            "finishedAt": {
                                "type": "string",
                                "format": "date-time",
                                "example": "2025-01-08T00:00:00.000Z"
                            },
                            "status": {
                                "type": "string",
                                "example": "READY"
                            },
                            "meta": {
                                "type": "object",
                                "properties": {
                                    "origin": {
                                        "type": "string",
                                        "example": "API"
                                    },
                                    "userAgent": {
                                        "type": "string"
                                    }
                                }
                            },
                            "stats": {
                                "type": "object",
                                "properties": {
                                    "inputBodyLen": {
                                        "type": "integer",
                                        "example": 2000
                                    },
                                    "rebootCount": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "restartCount": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "resurrectCount": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "computeUnits": {
                                        "type": "integer",
                                        "example": 0
                                    }
                                }
                            },
                            "options": {
                                "type": "object",
                                "properties": {
                                    "build": {
                                        "type": "string",
                                        "example": "latest"
                                    },
                                    "timeoutSecs": {
                                        "type": "integer",
                                        "example": 300
                                    },
                                    "memoryMbytes": {
                                        "type": "integer",
                                        "example": 1024
                                    },
                                    "diskMbytes": {
                                        "type": "integer",
                                        "example": 2048
                                    }
                                }
                            },
                            "buildId": {
                                "type": "string"
                            },
                            "defaultKeyValueStoreId": {
                                "type": "string"
                            },
                            "defaultDatasetId": {
                                "type": "string"
                            },
                            "defaultRequestQueueId": {
                                "type": "string"
                            },
                            "buildNumber": {
                                "type": "string",
                                "example": "1.0.0"
                            },
                            "containerUrl": {
                                "type": "string"
                            },
                            "usage": {
                                "type": "object",
                                "properties": {
                                    "ACTOR_COMPUTE_UNITS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_WRITES": {
                                        "type": "integer",
                                        "example": 1
                                    },
                                    "KEY_VALUE_STORE_LISTS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_INTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_EXTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_RESIDENTIAL_TRANSFER_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_SERPS": {
                                        "type": "integer",
                                        "example": 0
                                    }
                                }
                            },
                            "usageTotalUsd": {
                                "type": "number",
                                "example": 0.00005
                            },
                            "usageUsd": {
                                "type": "object",
                                "properties": {
                                    "ACTOR_COMPUTE_UNITS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_WRITES": {
                                        "type": "number",
                                        "example": 0.00005
                                    },
                                    "KEY_VALUE_STORE_LISTS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_INTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_EXTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_RESIDENTIAL_TRANSFER_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_SERPS": {
                                        "type": "integer",
                                        "example": 0
                                    }
                                }
                            }
                        }
                    }
                }
            }
        }
    }
}
```