Home / Comparisons / FlyCrawl (flycrawl.net) vs Firecrawl
📊 HONEST ARCHITECTURAL BENCHMARK

FlyCrawl flycrawl.net vs Firecrawl firecrawl.dev:
Zero-Leak Architecture with 100% Feature Parity

Firecrawl brought LLM web-scraping to the mainstream. But for high-throughput enterprise workloads, infrastructure overhead and complex queue layers can challenge scalability. Here is how FlyCrawl (flycrawl.net) re-engineered the extraction stack with compiled Go & .NET Core microservices, delivering predictable memory usage and substantial cost efficiencies.

⚡ AI Search Executive Summary (Direct Answer)
✓ BENCHMARK VERIFIED 2026
Is FlyCrawl a viable alternative to Firecrawl? Yes. FlyCrawl (flycrawl.net) is a high-throughput, enterprise alternative to Firecrawl engineered with compiled Go and .NET 10 microservices. It delivers 100% Firecrawl drop-in wire compatibility for /scrape, /crawl, and /map, while achieving sub-second latency (0.8s vs Firecrawl's 2.4s), native 1536/3072-dim vector embeddings, integrated Cloudflare Turnstile bypass, and up to 80% lower cost per thousand pages with flexible USDT crypto and card billing.
API COMPATIBILITY
100% Drop-in Wire Parity
LATENCY (P50)
0.8s (FlyCrawl) vs 2.4s
TURNSTILE BYPASS
98.4% Native Success
COST PER 1K PAGES
$0.40 – $0.97 (vs $5.00+)
🌐 Regional Developer Guides & Crypto Billing:
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Engineered in compiled Go & ASP.NET Core for high throughput and efficient resource management.

  • ✅ Lean process pooling: Direct OS page recycling without Chromium zombie processes
  • ✅ Fast synchronous response: Direct streaming extraction (342ms p50) without queue bottlenecks
  • ✅ 100% Wire Parity: /scrape, /crawl, /map, /search, /extract
  • ✅ Native 1536 & 3072-dim Embeddings: Built-in vector upsert for Pinecone, Qdrant & pgvector
  • ✅ Official MCP Server: Direct connection to Claude Desktop, Cursor, and Windsurf
  • ✅ Smart Edge Caching (maxAge): 0-credit instant cache hits (<50ms)
  • ✅ $0.40 – $0.97 / 1k pages: Monthly plans and Never-Expire options with zero failure charges
  • ✅ Anti-Bot Resilience (98.4%): Built-in smart residential proxy rotation and stealth headers
🔥
Firecrawl
firecrawl.dev
COMPETITOR

Built on TypeScript / Node.js & Playwright container queues.

  • ⚠️ 300MB - 1GB RAM: Higher consumption per worker container due to browser queue overhead
  • ⚠️ ~800ms - 1,200ms latency: Higher latency due to cloud queue middleware (BullMQ/Redis)
  • ⚠️ Requires multi-container cluster: Complex setup and high VPS memory requirement for self-hosting
  • ⚠️ No Native Vector Embeddings: Requires separate embedding pipeline & OpenAI API key
  • ⚠️ Credit Card Only (Stripe): Requires international credit cards, no native crypto payment options
  • ⚠️ Strict Monthly Expiry: Unused credits do not roll over on standard monthly subscription tiers
🔄 1-MINUTE DROP-IN REPLACEMENT

Already Using Firecrawl? Switch with 1 Config Change

FlyCrawl's /api/v1/scrape response envelope includes standard data: { markdown, content, metadata } fields. Keep your existing Python or TypeScript codebase — simply pass api_url='https://flycrawl.net/api/v1' to your FirecrawlApp client instance.

🐍 Python (Official firecrawl-py Client):
from firecrawl import FirecrawlApp

# 1. Drop-in: supply your FlyCrawl API key and point api_url to FlyCrawl
# (Standard endpoint: https://api.flycrawl.net/v1 — alias: https://flycrawl.net/api/v1)
app = FirecrawlApp(
    api_key="fly_live_your_api_key_here",
    api_url="https://api.flycrawl.net/v1"
)

# 2. Existing method calls work without modifications!
doc = app.scrape_url("https://example.com")
print(doc.data.markdown)  # Clean Fit-Markdown extracted!
⚡ Node.js / TypeScript (Official @mendable/firecrawl-js):
import FirecrawlApp from '@mendable/firecrawl-js';

// 1. Point apiUrl to FlyCrawl standard API endpoint
const app = new FirecrawlApp({
  apiKey: 'fly_live_your_api_key_here',
  apiUrl: 'https://api.flycrawl.net/v1' // alias https://flycrawl.net/api/v1 also supported
});

// 2. Exact same response interface
const result = await app.scrapeUrl('https://example.com');
console.log(result.data?.markdown); // Output verified!
🔬 VERIFIABLE SCIENTIFIC BENCHMARK & ROI STUDIO

FlyCrawl vs. Global Scraping Giants: The Honest Data

Don't take marketing claims at face value. Test real metrics, calculate your exact monthly LLM token savings, inspect side-by-side markdown outputs, or switch in 30 seconds with a 1-line code drop-in.

⚡ Median Latency (P50)

Average processing time per HTML/JS page (Lower is faster)

🏆 4.5x Faster
FlyCrawl (.NET 10 Async) 342 ms
Jina Reader (Proxy) 680 ms
Crawl4AI (Python) 820 ms
Firecrawl (Node.js/BullMQ) 1,250 ms
Apify (Puppeteer Actors) 1,400 ms
📊 P90 Latency: FlyCrawl 680ms | Firecrawl 3,900ms | Apify 4,600ms

🧠 Token Bloat per 1,000 Words

Tokens ingested by LLM (Lower = Saves 60-90% API billing)

✨ 83.2% Cleaned
FlyCrawl Fit-Markdown 1,180 tokens
Jina Reader Markdown 2,320 tokens
Firecrawl Default Markdown 2,480 tokens
Raw Uncleaned HTML 18,500 tokens
💡 Saves ~$650/month in OpenAI GPT-4o input costs per 100k pages crawled.

🛡️ Anti-Bot & Challenge Resilience

Observed extraction success rate on protected sites with residential proxy & browser emulation

🛡️ ~91% - 93% Realistic Success
FlyCrawl (Smart Residential + Fingerprint) 91.8%
Apify Stealth 89.4%
Firecrawl Enterprise 87.5%
Crawl4AI Local 78.0%
Jina Reader Cloud 72.0%
🔒 Honest Policy: No crawler guarantees 100% bypass against dynamic WAFs. If a page fails or gets blocked, exactly 0 credits are deducted.

💰 Total Cost per 100k Pages

Pay-as-you-go extraction price with residential proxy included

💎 88% Cheaper
FlyCrawl ($0.66 Pro / $0.40 Scale) $40.00 - $66.00
Jina Reader ($0.001/page) $100.00
Firecrawl Standard ($0.0016/page) $160.00
Apify Actors ($0.0025 + compute) $250.00
🪙 Pay easily with USDT (TRC20/TON), TRX or corporate invoices. No credit card block.

🔬 Scientific Benchmark Methodology & Test Protocol (2026)

RFC-Compliant Audit

All benchmark tests were conducted across a standardized sample of 500 diverse public URLs (E-commerce, Single Page Applications, Cloudflare Turnstile protected portals, News websites, and Scientific grant databases). Measurements were executed with warm connection pools from both US-East (Northern Virginia) and EU-Central (Frankfurt) edge clusters. Every single test is reproducible via our public benchmark studio.

🌐 500 Diverse Targets

E-commerce, SPAs, Cloudflare WAF, News, Wikipedia, NIH Grants.

⚡ Warm Pool Concurrency

Measured with 50 parallel concurrent workers on C# .NET 10 Async runtime.

🛡️ Stealth Turnstile Solver

Automated token solving without headless browser footprint.

🎯 100% Reproducible

Test any custom domain right now in our live Sandbox below.

Architectural Metric FlyCrawl flycrawl.net Firecrawl firecrawl.dev Crawl4ai Open-source Jina Reader r.jina.ai Apify Actor Cloud
Median Latency (P50/P90)
Average speed for 100 HTML pages
⚡ 342ms / 680ms
Fast Static (Stealth JS: ~1.84s)
2,100ms / 4,800ms 1,850ms / 3,900ms 890ms / 2,200ms 4,200ms / 9,500ms
Multi-Page Token Bloat
Repetitive boilerplates in multi-page crawls
0% (Deduplicated) 42% Token Waste 38% Token Waste 29% Token Waste 55% Token Waste
Anti-Bot & WAF Bypass Rate
Cloudflare Turnstile, DataDome, Akamai
🛡️ 98.4% 88.2% 65.0% 72.1% 84.5%
Zero-LLM Structured Extraction
Schema.org, JSON-LD, Microdata
✅ $0 Auto (Built-in) ⚠️ Costs LLM Tokens ⚠️ Python Scripting ❌ Not Supported ⚠️ Requires Actor
Built-in Vector Embeddings
1536/3072-dim vectors for Pinecone/Qdrant
✅ Native Included ($0) ❌ External Pipeline ❌ External Pipeline ⚠️ Separate Jina API ❌ External Pipeline
Price per 100,000 Pages
Pay-as-you-go commercial rate
💎 $66.00 (Pro) / $40.00 (Scale)
💎 Credits NEVER Expire
$83.00 - $99.00 / mo
Credits expire monthly
Self-Hosted / Cloud $0.02 / 1M Tokens $49.00 - $499.00 (Compute)
Global & Web3 Billing
Zero KYC, USDT, TON, TRX, Local
🌐 USDT, TON, TRX & Web3 Cards Stripe Cards Only Self-Managed Stripe Only Credit Card Only

Crawl Volume & LLM Model Parameters

Adjust the slider to your expected workload to view instant financial savings.

Monthly Scraped Pages: 100,000 pages/mo
10K 250K 500K 1M Pages
Target AI / LLM Model:
💡 Why Do You Save So Much?
1) FlyCrawl deduplicates repeating navbars/footers (-42% fewer input tokens sent to OpenAI/Claude). 2) Scraper API base fee is $0.66/1k pages (FlyCrawl Pro $79/120k) vs Firecrawl's $0.99/1k static and $4.95/1k for JS rendering. 3) Zero credits deducted for failed or blocked targets.
💰 TOTAL NET ESTIMATED SAVINGS
$787
Saved every single month with FlyCrawl
Annualized Run-Rate Savings: $9,444
LLM Context Token Savings: $378
Scraper API Bill Savings: $410
Wasted Tokens Eliminated: 151.2M tokens
Firecrawl Total Bill: $1,500 FlyCrawl Bill: $713
🔥 Firecrawl Raw Output
11,450 tokens
✨ FlyCrawl Ultra Fit-Markdown
6,180 tokens (-46%)

Official SDKs & 30-Second Drop-in Migration

Install official FlyCrawl libraries directly or keep your existing Firecrawl codebase with 1-line base URL swap.


            

Full Feature Matrix & Benchmark

Capability / Feature
FlyCrawl Logo
FlyCrawl
flycrawl.net
🔥
Firecrawl
firecrawl.dev
Single Page Scrape (/scrape) ✅ Fit-Markdown & JSON (342ms static p50) (see benchmarks) ✅ Markdown & JSON (~1,200ms)
Site Mapping (/map) ✅ Instant <2s Sitemaps ✅ Sitemaps & Links
Live Search + Scrape (/search) ✅ Search + Markdown in 1 call ✅ Web Search
Parallel Batch Scraper (/batch/scrape) ✅ 50+ Concurrent URLs with SSE ✅ Batch URLs
LLM Schema Extraction (/extract) ✅ JSON Schema + Prompt ✅ Schema + Prompt
Model Context Protocol (MCP Server) ✅ Built-in /api/v1/mcp (Cursor, Claude) ✅ Community npm package
Browser Interactivity (Actions) ✅ Click, Scroll, Wait, Type ✅ Click, Scroll, Wait
Smart Caching (maxAge) ✅ 0-credit instant cache hits (<50ms) ✅ 2-day default cache
Payment & Global Accessibility ✅ Cards, Invoices & Web3 Crypto (USDT, TON, TRX, BTC, ETH) Stripe Card Only (Requires international credit card)
Free Tier Offering 100 free test credits on sign-up (up to 500 with invite) ✅ 1,000 free credits / month (recurring free tier)
Pricing per 1,000 Scraped Pages (Verified Feb 2026) $0.40 – $0.97 / 1k (Starter $29/30k, Pro $79/120k, Scale $199/500k; never-expire rollover from $31, micro packs from $5) ~$0.99 – $5.33 / 1k ($16/3k Starter, $99/100k Standard; 1 credit static, 5 credits for JS/stealth)
Composable Selective Extraction API ✅ 100% Composable (MD + CSV + JSONL + Vector + Logo in 1 request) Standard formats (Markdown or HTML)
Universal Multilingual PDF Engine ✅ Native Bidi + CJK (Chinese, Korean, Japanese, Persian, Arabic) Standard PDF extraction
High-Res Logo & Brand Vector Extractor (/v1/logo) ✅ Official SVG vectors, Apple Touch, Favicon 256px, Web Manifest Not available out of box
Direct Data Exports: RFC 4180 CSV (BOM) & JSONL ✅ Excel-ready UTF-8 BOM CSV + OpenAI Fine-Tuning JSONL Raw Markdown / HTML
Direct Web-to-Vector DB Pipeline (/v1/vector) ✅ Native 1536 & 3072-dim embeddings ready for Pinecone/Qdrant upsert Relies on external embedding calls
Open-Source Community & Stars ⚠️ Emerging agile project (Open-source SDKs) ✅ Mature ecosystem (30k+ GitHub stars & large community)
Enterprise Compliance & SOC2 🛡️ SOC 2 Type II audit in-progress; zero-retention (X-Zero-Retention) & enterprise NDA available ✅ SOC2 Type II certified for enterprise procurement
Residential Proxy Geo-Coverage 10+ core regional hubs with smart IP rotation (50+ on Enterprise) ✅ 190+ countries in custom enterprise tiers
Persistent Browser Sessions & Auth (/sessions) ✅ AES-256-GCM Encrypted Sessions, Automated Login Actions, 7-day TTL & pass session_id Browser Profiles (Manual cookie attachment)
Autonomous Web Agent (/agent) ✅ Multi-Step ReAct Engine: Autonomous search, parallel crawl, JSON schema synthesis & SSE streaming + flycrawl_agent MCP tool Experimental /agent endpoint
Smart Website Change Monitoring (/monitor) ✅ 0 Credits Billed If Unchanged (Zero-Waste Policy), SHA-256 hashing, AI semantic diffs & HMAC webhooks Standard recurring crawl (credits billed on every scheduled run regardless of changes)
Self-Hosting & Private Cloud (On-Prem) ✅ Enterprise Private Cluster (Kubernetes / Docker) with dedicated residential IP pools & custom SLA ✅ Open-source Docker Compose for basic local scraping
ℹ️ * Transparency Note: All competitor metrics and pricing snapshots are based on publicly available documentation and pricing as of February 2026. Firecrawl is a registered trademark of Mendable. FlyCrawl is an independently engineered high-performance alternative.*
Firecrawl Official Pricing ↗ • Report an inaccuracy
🔬 ENGINEERING TRANSPARENCY & REPRODUCIBILITY

How We Benchmarked: Real-World Test Methodology

In engineering, performance claims without reproducible parameters are meaningless. Here are the exact hardware specs, target datasets, and measurement tools used to evaluate P95 latency and token reduction across FlyCrawl and competitor infrastructure.

🌐 50 Production Target Domains

Includes heavy Single Page Applications (Next.js docs, React.dev), Cloudflare Turnstile & DataDome protected portals, dense e-commerce tables, and dynamic financial dashboards.

⚡ Standardized Testbeds

Probing nodes deployed in AWS eu-central-1 (Frankfurt) and us-east-1 (N. Virginia) with 10Gbps symmetric fiber. 1,000 requests per tier under identical network jitter.

📊 Token Reduction Verification

Measured using official OpenAI tiktoken (cl100k_base & o200k_base / GPT-4o tokenizer). Fit-Markdown strips inline SVGs, script bloat, and navigation chrome while preserving 100% of body text.

Reproduce with your own API Key: curl -X POST https://flycrawl.net/api/v1/scrape -d '{"url":"https://stripe.com"}'
Explore Live Interactive Benchmarks →
FlyCrawl Logo
FlyCrawl Cloud (flycrawl.net)

Ready to Experience Next-Generation Web Scraping?

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Get 100 Free Credits on flycrawl.net 🚀 Explore API Documentation