Head-to-Head Comparison

Apify vs Firecrawl

Apify is a platform with 3,000+ pre-built scrapers (actors) that target specific sites like LinkedIn, Instagram, or Amazon. Firecrawl is a generic URL-to-Markdown crawler optimized for LLM ingestion. Apify shines when your target is a named site; Firecrawl shines when your target is arbitrary URLs.

Apify

$49/mo Starter, pay per actor run

Strengths

  • 3,000+ pre-built actors for named sites
  • Actors for LinkedIn, Instagram, TikTok, etc.
  • Schedule and orchestrate full scraping pipelines
  • Dedicated proxies and datacenter IPs

Weaknesses

  • Per-actor cost stacks fast
  • Output schemas vary between actors
  • Not LLM-optimized by default (raw data)
  • Actors can break when sites change

Firecrawl

$19/mo (500 credits)

Strengths

  • Turn any URL into LLM-ready Markdown
  • Site-wide crawling with sitemap discovery
  • Structured extraction via schema
  • Consistent output across sites

Weaknesses

  • No site-specific intelligence (no LinkedIn actor)
  • Cloudflare and JS-heavy sites challenge it
  • Credit burn on large crawls
  • You build parsers for specific fields

Feature-by-feature comparison

Feature
Apify
Firecrawl
Approach
Pre-built per-site actors
Generic URL crawler
Named sites
3,000+ actors
Any URL
Output consistency
Varies per actor
Uniform Markdown
LLM optimization
Actor-dependent
First-class
LinkedIn scraping
Dedicated actor
Blocked often
Orchestration
Schedules, queues, pipelines
Single API call
Entry price
$49/mo
$19/mo
Learning curve
Medium (pick actors)
Low
Best for
Scraping named sites
LLM / RAG ingestion
Reliability
Varies per actor
Generic breakage less

The verdict

Apify wins if your job list is 'scrape LinkedIn, Instagram, Amazon, and TikTok for these exact fields' -- you get a purpose-built actor for each. Firecrawl wins if your job is 'ingest these 50 websites into a RAG pipeline' -- consistent output beats custom actors. For LLM use cases, Firecrawl is almost always the better fit unless you specifically need social-platform data.

Consider Scavio instead

Scavio covers the cases where Firecrawl is weak (YouTube transcripts, Amazon product data, Walmart, Reddit) and Apify is expensive (Google SERP, shopping, videos). At $30/mo for 7,000 credits, it replaces 5-6 Apify actors plus a Firecrawl plan.

Frequently Asked Questions

Apify is a platform with 3,000+ pre-built scrapers (actors) that target specific sites like LinkedIn, Instagram, or Amazon. Firecrawl is a generic URL-to-Markdown crawler optimized for LLM ingestion. Apify shines when your target is a named site; Firecrawl shines when your target is arbitrary URLs.

Apify is priced at $49/mo Starter, pay per actor run. Firecrawl is priced at $19/mo (500 credits). The better value depends on your usage volume and feature requirements.

Scavio covers the cases where Firecrawl is weak (YouTube transcripts, Amazon product data, Walmart, Reddit) and Apify is expensive (Google SERP, shopping, videos). At $30/mo for 7,000 credits, it replaces 5-6 Apify actors plus a Firecrawl plan.

Some teams use both tools for different parts of their pipeline. However, a unified API like Scavio can replace the need for multiple subscriptions by providing search, content extraction, YouTube, and Amazon data from a single endpoint.

Try Scavio for free

500 free credits/month. Structured data from Google, YouTube, Amazon, Walmart, and Reddit. No credit card required.