ScrapingBee

What it is

ScrapingBee is a web scraping API that handles headless browser rendering, proxy rotation, and anti-bot bypasses. It lets you extract raw HTML, Markdown, or structured JSON from public websites without hosting your own proxy fleet or headless browser grid. The platform routes traffic through more than 200M IPs, solves CAPTCHAs, and operates with zero data retention.

Best for

It fits engineering and data teams building ingestion pipelines for AI applications, e-commerce tracking, competitive intelligence, and B2B enrichment. If you need clean web data for LLM workflows or live market monitoring without the headache of maintaining scrapers and proxy infrastructure internally, it covers that operational gap.

Key strengths

• Automated proxy management: You get access to over 200M residential and stealth IPs with automatic rotation and country-level geolocation to avoid blocks.
• Native AI extraction: The API converts pages directly into Markdown or structured JSON via predefined extraction rules or natural-language prompts. It also offers a CLI and an MCP server for agents using Claude, Cursor, and ChatGPT.
• Headless browser control: Headless Chrome renders dynamic JavaScript, waits for DOM selectors, executes interaction scenarios (clicks, form fills, scrolls), and captures screenshots for debugging.
• Specialized endpoints: Alongside the core HTML API, it provides pre-built endpoints for Amazon, Walmart, and search engines, reporting sub-second response times for SERP data.

Watch-outs

• Ongoing pricing is undefined: You get 1,000 free credits to test without a credit card, but paid subscription tiers, rate limits, and per-call credit consumption rates are not provided in the source.
• Target latency: The dedicated e-commerce endpoints post a 2.5-second median response time, so you'll need to account for request lag in synchronous user-facing systems.
• Custom parsers still required for most domains: Dedicated endpoints only cover Amazon, Walmart, and search engines. Every other domain requires you to configure custom CSS/XPath rules, JavaScript scenarios, or AI extraction prompts.