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ScraperAPI vs ScrapingBee: ready JSON or AI-first extraction?

Pick ScraperAPI if you want ready-made JSON for Amazon, Google and Walmart, huge async batches or a no-code pipeline for big jobs. Pick ScrapingBee if you're building AI or RAG workflows and want natural-language extraction, Markdown output, a CLI for coding agents and a zero-retention claim. Both are developer APIs with a free trial, and neither is a clear winner.

Developers rarely choose a scraping API on looks. They choose it on what comes back: raw HTML they'll parse themselves, ready-made JSON for a known site, or clean Markdown that a language model can read without fuss. These two APIs both handle the dull, painful part of scraping, the proxies, browsers and blocks. Where they differ is the shape of the output and who they're building for.

What comes back from each API

The first of the two, ScraperAPI, leans on structured data. Its Structured Data Endpoints return JSON for Amazon, Google Search and Walmart, and it names scrapers for Shopping, News and Jobs. If your work is tracking product listings, product catalogues or search results, that saves you writing and maintaining parsers for some of the busiest sites on the web.

The second leans on AI extraction. Its AI Query feature lets you describe what you want in plain language, and its extraction rules can hand you JSON or Markdown. It also has dedicated Amazon and Walmart APIs and a Fast Search option for real-time results pages, so it's not short on ready-made routes either. The difference is emphasis: one starts from known sites, the other from what an AI pipeline wants to eat.

Grid view of the two scraping APIs

AreaScraperAPIScrapingBee
Ready-made endpointsJSON for Amazon, Google Search and Walmart; scrapers for Shopping, News and JobsDedicated Amazon and Walmart APIs, plus Fast Search for real-time SERP data
Job styleSynchronous API for raw HTML, plus an async API that retries jobs until they succeedOne HTML API call for any workflow, with JavaScript scenarios for complex interactions
No-code optionDataPipeline runs large jobs without codeAPI and CLI only; no pipeline for non-coders described
AI angleAI Parser trains a custom parser for any source; AI and LLM integrations for scraping agentsAI Query in plain language, JSON or Markdown output, CLI for ChatGPT, Claude, Codex, Cursor and Gemini
Browser renderingJavaScript rendering in a headless browserHeadless Chrome with wait-for-selector, viewport, headers and screenshots
Data retentionNo zero-retention claim madeVendor claims zero data retention
ProxiesBrowsers, proxies and CAPTCHAs handled for youPremium residential and stealth proxies with country-level geolocation; 200M+ IPs claimed

Two companies heading in different directions

A banner on the JSON-first vendor's homepage says it has acquired Traject Data. That's a sign the company is moving beyond a pure scraping API towards a wider data-collection business. If you're buying for the long run, it's worth asking what that means for the product you'll be relying on.

The AI-first vendor has gone the other way and narrowed its pitch. Almost everything on its homepage now points at AI work: the CLI, Skills for coding agents, and zero data retention aimed at RAG and analytics pipelines. Most of the product detail sits on that homepage and in the docs, so plan to read the docs before you commit.

Our advice for developers choosing between them

Go JSON-first if you scrape ecommerce and search sites at volume, want parsed results without writing parsers, need to fire off big async batches, or want a no-code DataPipeline so someone outside engineering can run large jobs. Go AI-first if you're feeding an AI or RAG system and want plain-language extraction, Markdown output, a CLI your coding agent can drive and a zero-retention claim to show your security team. Neither is the better API overall. They've each picked a lane.

Rendering, proxies and the awkward sites

Both render JavaScript in a headless browser, so single-page apps and dynamic content aren't off limits on either. The AI-first side gives you more knobs on the page itself: wait for a selector, set the viewport, pass headers and grab a screenshot of the rendered page. It also offers JavaScript scenarios for clicks and scrolls before the data's taken.

On proxies, the JSON-first side keeps it simple and says proxies, browsers and CAPTCHAs are handled for you. The other names premium residential and stealth proxies with country-level geolocation, and the vendor says it has 200M+ IPs. If you need results as seen from a particular country, that explicit geolocation option is worth noting.

Batch jobs and the no-code route

Here the JSON-first side pulls ahead. Its async API takes up to 50,000 jobs in one submission, the vendor says, and retries each job until it succeeds. That's a big help when you're crawling a catalogue overnight and don't want to write your own retry logic. DataPipeline then lets you set up large jobs without code at all.

The AI-first side keeps everything inside one HTML API call, which some developers prefer because there's less to learn. It doesn't describe a no-code pipeline, so if a non-developer needs to run jobs, that's a gap. For a wider view of the category, our list of the best web scraping APIs compares more options side by side.

Other scraping APIs on the shortlist

Zenrows

Best for: AI agent and automation builders who want to fetch, extract, crawl, batch or drive a browser through one platform, with open-source clients.

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Bright Data

Best for: Larger teams wanting a big proxy network, scraper and unlocker APIs, a browser API and ready datasets.

Apify

Best for: Teams who prefer ready-to-run scrapers called Actors, or building and deploying their own with the open-source Crawlee library.

Scrapfly

Best for: Developers needing a scraping API, cloud browser and screenshot API, with production-ready scrapers for major sites on GitHub.

Do you make a web scraping API or data collection tool? Tool makers can ask to be considered for a featured place on this page.

Want your tool on this list? Featured spots and reviews here are paid partnerships. Here's how to partner with me.

Frequently asked questions

Which one returns ready-made JSON for Amazon and Google?

The JSON-first API has Structured Data Endpoints for Amazon, Google Search and Walmart. The AI-first API offers dedicated Amazon and Walmart APIs and Fast Search for results pages.

Does ScrapingBee keep the data it scrapes?

The vendor claims zero data retention, aimed at AI, RAG and analytics pipelines. The other API doesn't make a zero-retention claim on its site.

Can I run big scraping jobs without writing code?

Yes, on the JSON-first side through DataPipeline. The AI-first side is API and CLI only, with no pipeline described for non-coders.

Which works better with AI coding tools?

The AI-first API has a CLI that works with ChatGPT, Claude, Codex, Cursor and Gemini. The JSON-first API offers an AI Parser and AI and LLM integrations for scraping agents.

Is there a free trial on either?

Both state a free trial, so you can run your own target sites through each before picking one.

Published and maintained by the Lilach Bullock team, covering marketing, AI and business growth.
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