How to Scrape Wayfair, Target, and Other E-Commerce Sites

Beyond Amazon and Walmart, here are more e-commerce scraping targets.

Target.com

Target has a product search API:

https://redsky.target.com/redsky_aggregations/v1/web/pdp_client_v1?key=PUBLIC_KEY&tcin=PRODUCT_ID

Wayfair

Wayfair uses GraphQL internally — intercept with Playwright:

page.on("response", async (res) => {
  if (res.url().includes("graphql")) {
    const data = await res.json();
    // Product data in GraphQL response
  }
});

Best Buy

Best Buy has a free Products API:

https://api.bestbuy.com/v1/products?apiKey=KEY&format=json

General E-Commerce Approach

1. Check for JSON API first (DevTools > Network > XHR)
2. Look for JSON-LD structured data in HTML
3. Fall back to HTML parsing with Cheerio
4. Use Playwright only for JS-heavy SPAs

All E-Commerce Guides

• Amazon
• eBay
• Shopify
• Walmart
• Etsy
• Complete Index

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