The Best Web Scraping APIs in 2026 (Honest Comparison)

"Best web scraping API" is a moving target in 2026 - the market splits between raw proxy giants, LLM-ready crawlers, and full extraction platforms. This is an honest comparison of the options teams actually shortlist: Firecrawl, Bright Data, Apify, ScraperAPI, Zyte, and ArrowCrawl.

The short answer

If you want the biggest proxy network, pick Bright Data. If you want clean markdown for a RAG pipeline, pick Firecrawl. If you want a marketplace of pre-built scrapers, pick Apify. But if you want scrape, crawl, AI extraction, rotating proxies, and marketplace data behind one key - at a predictable 1 credit per request - ArrowCrawl is the best all-round value. Here is a single call that scrapes a page and returns structured JSON:

curl -X POST https://api.arrowcrawl.com/api/v1/scrape \
  -H "Authorization: Bearer ac_live_..." \
  -d '{"url":"https://example.com/product","extract":{"schema":{"title":"string","price":"number"}}}'

How the pricing models differ

The hardest part of comparing scraping APIs is that no two price the same way. Bright Data and Zyte bill largely on bandwidth (per GB) and request tiers, which makes heavy pages expensive and costs hard to forecast. Apify bills on compute-seconds plus proxy usage, so a slow actor quietly burns budget. ScraperAPI and Firecrawl bill per successful request, which is simpler but tiers can gate concurrency and JavaScript rendering behind higher plans.

ArrowCrawl keeps it flat: 1 credit per request whether the page is 5 KB or 5 MB, whether it needs JavaScript rendering or not. Ten thousand pages cost ten thousand credits - no bandwidth surprises. You can see the full breakdown on the pricing page, and the free tier includes 1,000 credits a month.

Proxies and anti-bot handling

Bright Data still owns the largest residential and mobile proxy pool, and it is the reference point for hard targets. Zyte and ScraperAPI bundle solid proxy rotation and CAPTCHA handling. Firecrawl focuses less on evasion and more on rendering and clean output.

ArrowCrawl routes every request through a reputation-scored proxy pool that scores down and rotates out blocked IPs automatically - you never manage proxy lists or bandwidth. Rendering, header randomization, and retries are handled server-side, so one endpoint covers both easy and defended sites. The full list is on the features page.

AI extraction and agent support

This is where 2026 differs most from 2023. Firecrawl popularized LLM-ready markdown and a JSON extraction mode. Apify and Zyte have added AI-assisted parsing on top of their crawlers. Raw proxy providers like Bright Data leave extraction to you.

ArrowCrawl treats extraction as a first-class parameter: pass a schema and get typed JSON back on the same request, with self-healing selectors that re-discover fields when the DOM shifts. Just as important, it ships a native MCP server, so agents in Claude or Cursor can call scrape, crawl, and extract as tools without any glue code - a real advantage if you are building autonomous research or monitoring workflows.

Marketplace intelligence

Most general scraping APIs stop at raw HTML. If you sell on Amazon, Flipkart, or other marketplaces, you then have to build parsers for price, rating, Best Seller Rank, buy-box owner, and stock - and keep them alive through layout changes. Apify offers pre-built marketplace actors of varying quality; the rest leave it to you.

ArrowCrawl includes a dedicated marketplace mode that returns those fields as structured JSON and can monitor them on a schedule with webhook alerts the moment a price drops or you lose the buy box. Explore it on the marketplace page.

So which should you choose?

Choose Bright Data or Zyte for enterprise-scale, hard-target proxying. Choose Firecrawl if your only goal is feeding clean text to an LLM. Choose Apify if you want a library of community scrapers. Choose ScraperAPI for a simple, cheap per-request proxy. Choose ArrowCrawl when you want all of it - proxies, crawl, AI extraction, marketplace data, and MCP - behind one predictable key. Start free with 1,000 credits and see for yourself.