The web scraping API market has matured significantly. What used to be a handful of proxy-rotation services is now a crowded space of 20+ platforms, each with different pricing models, feature sets, and performance profiles.
Choosing the wrong one means either overpaying for features you don't need, or hitting walls when you scale — rate limits, blocked proxies, missing JavaScript rendering, or SDKs that barely work.
This comparison covers the major players across four dimensions that actually matter: cost efficiency, feature completeness, performance, and developer experience.
Key Takeaways
- No single API is best overall. The right choice depends on whether you need search, scraping, or both; your volume; and your budget.
- ZenRows wins on raw cost efficiency ($0.20/1K requests at starter tier)
- SearchHive is the only platform that combines search + scraping + deep research in one API
- Bright Data has the most features but the steepest learning curve and opaque pricing
- For LLM/AI applications, the output format matters as much as the scraping capability — markdown > HTML > raw text
- Free tiers range from genuinely useful (Jina: 1M tokens/day) to basically a demo (SerpApi: 100 searches)
How We Evaluated
Each API was assessed on:
- Cost efficiency — effective price per 1,000 requests at the starter tier, accounting for feature-based credit multipliers
- Feature completeness — JS rendering, anti-bot bypass, proxy quality, data extraction, batch processing, geotargeting
- Performance — typical response latency, concurrency limits, success rates on protected sites
- Developer experience — SDK quality, documentation, API design, error handling, onboarding time
The Contenders
SearchHive (SwiftSearch + ScrapeForge + DeepDive)
The newest major entrant. Three products under one platform: search, scraping, and deep research.
| Feature | Details |
|---|---|
| Pricing | Free: 500 credits / Starter: $9/5K / Builder: $49/100K / Unicorn: $199/500K |
| JS Rendering | Yes |
| Proxy Rotation | Yes (built-in) |
| Output Formats | Markdown, free JSON formatter, raw HTML |
| Batch Processing | Yes |
| Python SDK | Official (pip install searchhive) |
| Standout | Search + scraping + research from one API key |
from searchhive import ScrapeForge, SwiftSearch
# Search + scrape in one pipeline
search = SwiftSearch(api_key="sh_live_...")
scrape = ScrapeForge(api_key="sh_live_...")
results = search.search("python web scraping tutorials", num_results=5)
for r in results["organic"]:
page = scrape.scrape(r["url"], format="markdown")
print(f"## {r['title']}\n{page['markdown'][:300]}\n")
Score: Cost 9/10 | Features 7/10 | Performance 7/10 | DX 8/10
ZenRows
The value leader for raw request volume.
| Feature | Details |
|---|---|
| Pricing | Starter: $49/250K / Pro: $99/750K / Business: $249/2.5M |
| JS Rendering | Yes |
| Anti-Bot Bypass | Yes (built-in, strongest in class) |
| Output Formats | Raw HTML, auto-parse JSON |
| Geotargeting | Yes (100+ countries) |
| Python SDK | Official (pip install zenrows) |
| Standout | Best $/request ratio, strongest anti-bot |
Score: Cost 10/10 | Features 8/10 | Performance 8/10 | DX 7/10
Firecrawl
The AI-scraping category leader with markdown conversion.
| Feature | Details |
|---|---|
| Pricing | Free: 500 credits / Hobby: $16/3K / Standard: $83/100K / Growth: $333/500K |
| JS Rendering | Yes (Playwright-based) |
| Output Formats | Markdown, HTML, screenshots, structured data |
| Batch Crawl | Yes (up to 10K pages) |
| Python SDK | Official |
| Standout | Best markdown conversion quality, map mode for site crawling |
Score: Cost 5/10 | Features 9/10 | Performance 8/10 | DX 8/10
Bright Data
The enterprise behemoth. 72M+ residential IPs, scraping browser, web unlocker.
| Feature | Details |
|---|---|
| Pricing | Pay-as-you-go, ~$0.001/request |
| JS Rendering | Yes (Scraping Browser — full Playwright) |
| Proxy Network | Datacenter, residential, mobile, ISP |
| Output Formats | HTML, JSON (via Web Unlocker) |
| SERP API | Yes (Google, Bing, etc.) |
| Python SDK | Official |
| Standout | Most complete platform, largest proxy network |
Score: Cost 6/10 | Features 10/10 | Performance 8/10 | DX 5/10
ScrapingBee
Clean API design, reliable, good for mid-scale projects.
| Feature | Details |
|---|---|
| Pricing | Freelance: $49/250K / Startup: $99/1M / Business: $249/3M |
| JS Rendering | Yes (headless Chrome) |
| Output Formats | HTML, JSON (via extract_rules) |
| Screenshot Capture | Yes (full page or viewport) |
| Python SDK | Official (pip install scrapingbee) |
| Standout | Cleanest SDK, extract_rules for CSS-based JSON extraction |
Score: Cost 7/10 | Features 7/10 | Performance 7/10 | DX 9/10
ScraperAPI
Batch processing specialist with competitive high-volume pricing.
| Feature | Details |
|---|---|
| Pricing | Hobby: $49/100K / Startup: $149/500K / Business: $249/1M |
| JS Rendering | Yes |
| Auto-Parse | Yes (structured JSON for known page types) |
| Batch Endpoint | Yes (up to 10K URLs async) |
| Python SDK | Minimal (pip install scraperapi) |
| Standout | Best async batch processing, auto-parse feature |
Score: Cost 7/10 | Features 7/10 | Performance 7/10 | DX 6/10
Apify
Compute-unit model with a marketplace of pre-built scrapers.
| Feature | Details |
|---|---|
| Pricing | Free tier / Starter: $49 / Pro: $149 / Business: $999 |
| Pricing Model | Compute units ($0.25/CU) |
| Actor Marketplace | 800+ pre-built scrapers |
| Scheduling | Built-in |
| Storage | Built-in datasets, key-value stores |
| Python SDK | Official (pip install apify-client) |
| Standout | Marketplace approach, no need to write scrapers for common sites |
Score: Cost 5/10 | Features 8/10 | Performance 7/10 | DX 6/10
ScrapeGraphAI
LLM-powered extraction — open-source, MIT licensed.
| Feature | Details |
|---|---|
| Pricing | Free: 50 credits / Starter: $17/yr (60K) / Growth: $85/yr (480K) |
| Extraction Method | LLM-based (GPT, Claude, local models) |
| Output Format | Structured JSON from natural language prompts |
| Self-Hosted | Yes (full open-source) |
| Python SDK | Official (pip install scrapegraphai) |
| Standout | No CSS selectors needed — describe what you want in English |
Score: Cost 8/10 | Features 6/10 | Performance 5/10 | DX 7/10
Comprehensive Comparison Table
| Service | Entry Price | Volume at Entry | $/1K Requests | JS Render | Markdown Output | Batch | Free Tier |
|---|---|---|---|---|---|---|---|
| SearchHive | $9/mo | 5,000 | $1.80 | Yes | Yes | Yes | 500 credits |
| ZenRows | $49/mo | 250,000 | $0.20 | Yes | No | No | Trial |
| Firecrawl | $16/mo | 3,000 | $5.33 | Yes | Yes | Yes | 500 credits |
| Bright Data | ~$0.001/req | Unlimited | ~$1.00 | Yes (browser) | No | Yes | Trial |
| ScrapingBee | $49/mo | 250,000 | $0.20* | Yes | No | No | Trial |
| ScraperAPI | $49/mo | 100,000 | $0.49 | Yes | No | Yes (10K) | Trial |
| Apify | $49/mo | ~200 CU | Varies | Yes | Varies | Yes (scheduler) | Limited CU |
| ScrapeGraphAI | $17/yr | 60K/yr | ~$0.28 | No | No | No | 50 credits |
*ScrapingBee credits vary: 1 credit for standard, 5 for JS rendering, 10-25 for premium proxy.
Performance Benchmarks
Typical response latencies for a standard HTML page (no JS rendering):
| Service | Simple HTML | JS Rendering | Anti-Bot Site |
|---|---|---|---|
| ZenRows | 2-4s | 5-8s | 3-6s |
| ScrapingBee | 3-5s | 6-10s | 5-8s |
| ScraperAPI | 3-6s | 7-12s | 5-10s |
| Bright Data | 1-3s | 5-10s | 3-8s |
| SearchHive | 2-5s | 6-10s | 4-7s |
| Firecrawl | 3-5s | 6-12s | 5-9s |
Latency varies significantly by target site, geographic distance, and current load. These are typical ranges from repeated testing, not guarantees.
Best Practices for Choosing
Match your use case, not your budget:
- RAG/LLM pipeline → You need markdown output. SearchHive, Firecrawl, or Jina Reader.
- Price monitoring → You need high volume + auto-parse. ScraperAPI or ZenRows.
- Lead generation → You need LinkedIn/business directory scraping with anti-bot. Bright Data or ZenRows.
- Research/knowledge base → You need search + scrape + structure. SearchHive (all three products).
- Niche extraction → You need LLM-powered extraction from messy pages. ScrapeGraphAI.
- Quick prototype → You need something working in 5 minutes. Jina Reader (free, no signup).
Don't overpay for features you won't use. If you only need to scrape 1,000 pages/month, don't buy a $249/month plan "for growth." Start with the free tier, track actual usage, then right-size your plan.
Recommendation
For developers building new projects in 2026, the landscape has shifted toward all-in-one platforms. SearchHive's search + scraping + research combination is hard to beat at $9/month. For pure scraping at scale, ZenRows' $0.20/1K pricing is the benchmark everyone else is measured against. For enterprise everything, Bright Data remains the only option with its proxy network depth.
Start free, measure actual consumption, then choose. The days of committing to annual contracts before writing your first scraper are over.
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