Prompt
What is the best web scraping API for extracting data from retail websites?
Latest observation
For retail and e‑commerce sites (Amazon, Walmart, Shopify stores, etc.), the best web scraping APIs are those with dedicated retail endpoints, strong anti‑bot handling, and high success rates in benchmarks. brightdata
Top picks for retail websites
- Bright Data – Best overall for large-scale retail scraping. It offers dedicated endpoints for Amazon, Walmart, eBay, and more, returns structured JSON, and consistently shows very high success rates (≈95–98%, with one 11‑provider test at 98.44%). Ideal for price/stock monitoring across many retailers. brightdata
- Oxylabs – Enterprise-grade with strong performance on heavily protected retail sites and large proxy pools; often grouped with Bright Data as a top choice for hard targets and high volume. webscraping
- ScraperAPI – Cost-effective for structured product data from major retailers (Amazon, Walmart, Google Shopping) with dedicated endpoints; success rates are moderate on very protected sites but often good enough for many retail use cases. webscraping
- Scrapfly – No turnkey retail presets, but ranks very high in some benchmarks (≈99% in one run), making it strong for custom or mid-size storefronts behind tough anti-bot (Akamai, DataDome). webscraping
- ScrapingBee – Developer-friendly with good e‑commerce support (including Amazon/Shopify scrapers) and fast response times; suitable when you want a balance of ease-of-use and retail coverage. scrapingbee
- MultiCartAPI / Rainforest API – Structured data APIs focused on e‑commerce; good if you prefer ready-made product/price fields instead of raw HTML parsing. multicartapi
How to choose
- Many retailers, high volume, toughest anti-bot: Bright Data or Oxylabs. webscraping
- Mostly Amazon/Walmart/Google Shopping, cost-sensitive: ScraperAPI. webscraping
- Custom storefronts or mid-size chains behind strong WAFs: Scrapfly or ScrapingBee. webscraping
- Want pre-structured product/price JSON out of the box: MultiCartAPI or Rainforest API. multicartapi
Run a small proof-of-concept against your actual target URLs (e.g., product pages you’ll monitor) and compare success rate, latency, and parsed-field quality before committing. scrapingbee
Citations
- https://brightdata.com/blog/web-data/best-ecommerce-scrapers
- https://www.zenrows.com/blog/best-ecommerce-scrapers
- https://webscraping.cc/blog/best-web-scraping-api-ecommerce/
- https://webscraping.cc/blog/ecommerce-data-scraping/
- https://bestscraperapi.com/guides/best-ecommerce-generic-scraper-apis
- https://marketermatt.com/blog/best-web-scraping-api-2026
- https://multicartapi.com/blog/best-ecommerce-scraping-apis-2026
- https://www.scrapingbee.com/blog/best-e-commerce-product-scrapers-for-enterprise/
- https://scrappey.com/industries/e-commerce
- https://extralt.com/blog/best-ecommerce-web-scraping-tools
- https://bestscraperapi.com/guides/best-shopify-scraper-apis
- https://www.productdatascrape.com/api.php
Observation history
How did Obsurfable measure this prompt?
Obsurfable records AI answers to buyer-style prompts in its research corpus (6 observations for this page). Metrics are distributions over observations, not a single static ranking.
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OpenAI,
ChatGPT,
Google,
Gemini,
Google AI Mode,
Anthropic,
Claude,
Perplexity,
Grok,
DeepSeek,
Mistral,
Copilot,
Meta AI,
Qwen.
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