Diffbot alternatives (2026)

Diffbot is best for teams that need rule-free, consistent structured data across many sites, or entity data from a Knowledge Graph. If that's not you, or one of its limits is in your way, these are the closest alternatives, ranked by how well they cover the same job.

Common reasons to look beyond Diffbot

  • High jump from free to $299/mo
  • Fixed page-type schemas; less flexible than prompt-based extraction
  • Knowledge Graph credits are expensive per record
Closest overall
Firecrawl
Turns any website into LLM-ready markdown or schema-based JSON through one API.
Cheapest paid plan
Apify
From $19/mo
Open source
ScrapeGraphAI
Self-host it
ToolFromLink
1
Firecrawl
AI extraction API
$19/moVisit
2
ScrapeGraphAI
AI extraction API
$20/moVisit
3
Jina Reader
AI extraction API
Prepaid tokensVisit
4
Apify
Scraping API
$19/moVisit
5
Bright Data
Proxy & data infrastructure
Pay as you goVisit
6
ScrapingBee
Scraping API
$19/moVisit
7
Zyte API
Scraping API
Pay as you goVisit
8
Browserbase
Proxy & data infrastructure
$20/moVisit

1. Firecrawl

From $19/mo

Turns any website into LLM-ready markdown or schema-based JSON through one API.

  • Adds open source, which Diffbot lacks
  • Cheaper entry point: $19/mo vs $299/mo
  • Best for: Developers building LLM/RAG apps or agents who want clean markdown or JSON from any URL with minimal setup.

2. ScrapeGraphAI

From $20/mo

Prompt-driven LLM scraping, available as an MIT open-source library and a hosted API.

  • Adds open source, which Diffbot lacks
  • Cheaper entry point: $20/mo vs $299/mo
  • Best for: Developers who want prompt-based structured extraction with the option to self-host the open-source library.

3. Jina Reader

From Prepaid tokens

Prefix any URL with r.jina.ai to get clean, LLM-friendly markdown instantly.

  • Adds open source, which Diffbot lacks
  • Best for: Developers who need the fastest, cheapest way to feed a single web page to an LLM.

4. Apify

From $19/mo

A cloud platform and marketplace of thousands of ready-made scrapers (Actors) you can run or build.

  • Adds no-code UI, open source, which Diffbot lacks
  • Cheaper entry point: $19/mo vs $299/mo
  • Best for: Teams that want a ready-made scraper for a popular site (Google Maps, Amazon, social media) or a platform to host their own.

5. Bright Data

From Pay as you go

Enterprise-scale proxy network and unblocking/scraping APIs with a huge residential IP pool.

  • Adds no-code UI, which Diffbot lacks
  • Best for: Companies scraping heavily protected sites at scale that need the strongest proxy and unblocking infrastructure.

6. ScrapingBee

From $19/mo

A simple scraping API that handles headless browsers and proxies, with natural-language AI extraction.

  • Cheaper entry point: $19/mo vs $299/mo
  • Best for: Developers who want a predictable, easy scraping API that handles rendering and proxies without managing infrastructure.

7. Zyte API

From Pay as you go

A per-success scraping API from the makers of Scrapy, with tiered pricing by site difficulty and automatic extraction.

  • Cheaper entry point: Pay as you go vs $299/mo
  • Best for: Python/Scrapy teams that want a reliable unblocking API and pay-per-success billing.

8. Browserbase

From $20/mo

Managed headless browsers for AI agents, with the Stagehand framework for natural-language automation.

  • Cheaper entry point: $20/mo vs $299/mo
  • Best for: Teams building AI agents that need to log in, click and navigate real browsers reliably in the cloud.