🧘 Lululemon Product Trends Scraper

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

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.

📊 Data fields

Each record includes: category, color, imageUrl, name, price, rating, results, reviews_count, scrapedAt, size, sku, url. These field names come straight from the actor's dataset schema, so what you see here is what lands in your dataset.

⚠️ 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.

🚀 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.

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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.

🆘 Need Help?

If you hit a bug, have questions about setup, or need a scraper we haven't built yet, open our contact form or write to parseforge@protonmail.com. We also take on paid custom data projects.

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