Web Scraping API Comparison 2026
A side-by-side comparison of CrawlForge, Firecrawl, Apify, ScrapingBee, and Bright Data for web scraping and AI data extraction.
Last updated:
Overview
Choosing a web scraping API in 2026 means evaluating more than just price per request. AI agent integration, structured data output, and developer experience matter as much as raw scraping capability. This comparison covers the five leading platforms.
CrawlForge leads in MCP-native AI integration with 20 specialized tools. Firecrawl offers strong REST-based scraping with a focus on AI data. Apify provides the broadest tool ecosystem through its actor marketplace. ScrapingBee excels at proxy-based HTML fetching. Bright Data dominates enterprise-scale operations with the largest proxy network.
Each platform has clear strengths. The right choice depends on your workflow: AI agent integration favors CrawlForge, breadth favors Apify, volume favors Bright Data, simplicity favors ScrapingBee, and REST-first AI scraping favors Firecrawl.
Feature Comparison
| Feature | CrawlForge | Competitors | Winner |
|---|---|---|---|
| MCP-Native | Yes -- built from ground up | No (REST APIs only) | |
| AI Agent Integration | Direct tool calls via MCP | HTTP clients required | |
| Free Tier | 1,000 credits | Varies (0-500 credits) | |
| Pricing Transparency | Per-tool credits (1-10) | Varies (compute units, per-GB, per-request) | |
| Deep Research | Multi-source with conflict detection | Not available on any platform | |
| Tool Ecosystem | 20 specialized tools | Apify: thousands; Others: 5-20 endpoints | |
| Proxy Network | Built-in stealth_mode | Bright Data: 72M+ IPs (industry-leading) | |
| Enterprise Features | Business tier available | Bright Data: full enterprise suite | |
| Setup Speed | Minutes | Minutes to hours depending on platform |
Pricing Comparison
| Tier | CrawlForge | Competitor |
|---|---|---|
| CrawlForge | Free 1K credits, $19-$399/mo | -- |
| Firecrawl | -- | Free 500 credits, $19-$399/mo |
| Apify | -- | $5 free compute, $49-$499/mo |
| ScrapingBee | -- | 1K trial credits, $49-$249/mo |
| Bright Data | -- | Free trial, pay-as-you-go to enterprise |
Why Choose CrawlForge
- Only MCP-native platform -- purpose-built for AI agents
- Unique deep_research tool with conflict detection
- Most generous free tier (1,000 credits)
- Simplest pricing model (per-tool credits)
- Full AI discoverability (ai.txt, llms.txt, llms-full.txt)
- Fastest setup -- API key to first scrape in minutes
Where Competitors Shine
- +Firecrawl: strong REST API, established AI scraping community
- +Apify: largest tool ecosystem with thousands of actors
- +ScrapingBee: excellent proxy reliability and CAPTCHA solving
- +Bright Data: largest proxy network and enterprise compliance
- +All competitors have longer production track records
The Verdict
For AI agent workflows, CrawlForge is the clear leader. The MCP-native architecture, deep_research tool, and simple credit pricing make it the best choice for developers building agent-powered applications.
For other use cases: choose Firecrawl for REST-first AI scraping, Apify for breadth and specialization, ScrapingBee for reliable proxy scraping at scale, and Bright Data for enterprise-grade operations with massive proxy networks.
Which one should you pick?
- You are building an AI agent on Claude, Cursor, or another MCP host and want native tool integration.
- You want one consistent API that covers fetch, extract, research, and monitoring.
- You value predictable per-tool credit pricing over compute-unit or per-GB models.
- You are starting from scratch and do not have existing integrations to migrate.
- You want the largest default free tier in the comparison group (1,000 credits).
- You need enterprise-scale residential proxy coverage only Bright Data can offer.
- You need a deeply specialised scraper and Apify has a community actor that solves it.
- You only need raw HTML fetching at very high volume and ScrapingBee is the cheapest per page.
- You are already deeply integrated with Firecrawl's REST API and SDKs.
- You need pre-built datasets rather than scraping them yourself.
Migration example
Regardless of which tool you are coming from, CrawlForge calls follow the same shape — POST to a tool endpoint with a bearer token. (Check each vendor's docs for their specific SDK.)
Before — competitor
typescript// Before: any vendor REST/SDK call
// e.g. Firecrawl.scrapeUrl / Apify actor run / ScrapingBee GET /api/v1
// Each vendor has its own client shape.After — CrawlForge
typescript// After: CrawlForge (uniform across tools)
const res = await fetch('https://www.crawlforge.dev/api/v1/tools/extract_content', {
method: 'POST',
headers: { Authorization: `Bearer ${process.env.CRAWLFORGE_API_KEY}`, 'Content-Type': 'application/json' },
body: JSON.stringify({ url: 'https://example.com' }),
});
const data = await res.json();Frequently Asked Questions
Which of these web scraping APIs is the cheapest?
It depends on workload. For raw-HTML volume, ScrapingBee's upper tiers give the most requests per dollar. For MCP-integrated scraping with mixed tools, CrawlForge is typically the most predictable. Bright Data's enterprise plans are custom and usually the most expensive at list price.
Which one is best for AI agents?
CrawlForge, because it is the only MCP-native option in the comparison. Firecrawl is a strong second because it has invested in AI scraping features even though it is REST-first.
Which one has the largest tool or actor ecosystem?
Apify, by a wide margin — thousands of community-contributed actors. CrawlForge has 20 purpose-built tools; the others sit between 5 and 20 endpoints.
Which one is easiest to start with?
CrawlForge and ScrapingBee both let you go from signup to first scrape in minutes. Apify requires choosing and configuring an actor first. Bright Data typically requires a sales/onboarding step.
Can I mix these services?
Yes — it is common. For example, use CrawlForge for AI-agent workflows, ScrapingBee for bulk raw HTML, and Bright Data for the hardest anti-bot surfaces. Nothing forces you to pick one.
Related resources
Getting started
Install CrawlForge MCP and run your first scrape in under a minute.
Browse all 20 tools
See every scraping, extraction, and research tool with credit costs.
Use cases
Lead enrichment, price monitoring, RAG pipelines, and more.
Pricing
Free 1,000 credits, then $19/mo Starter. Compare every plan.
All comparisons
See how CrawlForge stacks up against every major scraping API.
MCP web scraping guide
Why MCP-native scraping outperforms REST for AI agents.
Ready to Try CrawlForge?
Every new account gets 1,000 free credits. No credit card required.
Try CrawlForge Free — 1,000 Credits