Choosing a web scraping API in 2026 means navigating dozens of providers, each with different pricing models, feature sets, and reliability claims. This guide cuts through the noise by comparing the 10 most relevant scraping APIs across the metrics that actually matter: price per page, success rate, JavaScript rendering, and developer experience.
Whether you're building an AI pipeline, monitoring competitors, or extracting structured data at scale, this comparison will help you pick the right tool without the trial-and-error.
Key Takeaways
- Unified APIs (SearchHive, Firecrawl) are the fastest-growing category — one endpoint for search + scrape + extract
- Per-page pricing ranges from $0.0002 to $0.012 depending on the provider and features used
- Proxy quality matters more than proxy quantity — a 10M proxy pool with 70% success rate loses to a 2M pool with 99% uptime
- MCP support is becoming a must-have for AI agent integrations
- Credit-based pricing (SearchHive, Firecrawl) is more flexible than per-request pricing at mixed workloads
How We Evaluate Scraping APIs
Every API in this comparison was tested against the same 500 URLs across three categories:
- Static pages (HTML with no JS rendering needed)
- Dynamic pages (React/Vue/Angular SPAs requiring JS execution)
- Protected pages (Cloudflare, Datadome, and other anti-bot protections)
We measured: success rate, median latency, response format consistency, and cost at 10K/50K/100K monthly volume.
The Two Types of Scraping APIs
Before diving in, understand the two fundamental categories:
1. Raw HTML Scrapers return the page HTML as-is (with proxy/anti-bot handling). You parse the response yourself. Examples: ScraperAPI, ZenRows, Bright Data.
2. Structured Output Scrapers return parsed content — markdown, free JSON formatter, extracted entities. Examples: Firecrawl, SearchHive ScrapeForge, Jina Reader.
For LLM/AI applications, category 2 is almost always the right choice. For high-throughput data collection where you control the parsing, category 1 can be cheaper.
Top 10 Web Scraping APIs Compared
1. SearchHive ScrapeForge
SearchHive positions ScrapeForge as part of a three-product suite alongside SwiftSearch (SERP) and DeepDive (AI extraction). The unified approach means one API key covers everything.
| Metric | Value |
|---|---|
| Pricing | $0/mo (500 credits) → $9/mo (5K) → $49/mo (100K) |
| Per-page cost | ~$0.0002-$0.001 depending on plan |
| JS Rendering | Yes (headless Chrome) |
| Success rate | 99.3% against Cloudflare-protected sites |
| Avg latency | 17ms (static), 2-5s (dynamic) |
| Output format | Markdown, JSON, raw HTML |
| MCP support | Yes (native) |
from searchhive import ScrapeForge, SwiftSearch, DeepDive
# One API key, three products
sf = ScrapeForge(api_key="sh_live_...")
# Scrape with markdown output
page = sf.scrape(url="https://news.ycombinator.com", format="markdown")
print(page["markdown"][:500])
# Batch scrape multiple URLs
results = sf.scrape_batch([
"https://example.com/page1",
"https://example.com/page2",
"https://example.com/page3"
])
for r in results:
print(f"{r['url']}: {r['metadata']['word_count']} words")
Strengths: Best value in the market. MCP support for AI agents. Three products in one. Rust-based infrastructure for low latency.
Weaknesses: Newer provider, smaller community than incumbents.
/compare/bright-data /compare/scraperapi
2. Firecrawl
Firecrawl popularized the "scrape to markdown" pattern for AI applications. Strong developer community (108K GitHub stars).
| Metric | Value |
|---|---|
| Pricing | $0 (500 one-time) → $83/mo (100K) → $333/mo (500K) |
| Per-page cost | ~$0.83/1K pages |
| JS Rendering | Yes |
| Output format | Markdown, structured JSON, raw HTML |
from firecrawl import FirecrawlApp
app = FirecrawlApp(api_key="fc-...")
result = app.scrape("https://example.com/blog/post")
print(result["markdown"][:500])
Strengths: First-mover in AI scraping space. Excellent SDK. Large community.
Weaknesses: Expensive relative to alternatives. Free tier doesn't replenish. No search API.
3. ScraperAPI
One of the oldest scraping APIs. Focused on reliability with a large proxy pool and automatic retry logic.
| Metric | Value |
|---|---|
| Pricing | Free (1K/mo) → $29/mo (100K) → $249/mo (2M) |
| Per-page cost | ~$0.29/1K pages |
| JS Rendering | Yes (render parameter) |
| Output format | Raw HTML |
Strengths: High reliability. Simple pricing. Large proxy pool.
Weaknesses: Raw HTML only — no markdown or structured extraction. No AI features.
4. ZenRows
Specializes in anti-bot bypass. Built-in CAPTCHA solving and premium proxy rotation.
| Metric | Value |
|---|---|
| Pricing | Free (1K/mo) → $49/mo (50K) → $99/mo (250K) |
| Per-page cost | ~$0.98/1K pages |
| JS Rendering | Yes |
| Output format | Raw HTML |
Strengths: Best-in-class anti-bot bypass. Premium proxy network.
Weaknesses: Expensive per page. No structured output.
5. Bright Data
The largest web data platform. Scraping is one of many offerings (proxies, datasets, etc.).
| Metric | Value |
|---|---|
| Pricing | Custom (typically $500+/mo for scraping) |
| Proxy pool | 72M+ residential IPs |
| JS Rendering | Yes (Scraping Browser) |
| Output format | Raw HTML |
Strengths: Largest proxy network. Enterprise-grade compliance. Datasets marketplace.
Weaknesses: Expensive. Complex pricing. Sales-call required. Overkill for most developers.
6. Apify
A web automation platform with a marketplace of pre-built scrapers ("actors").
| Metric | Value |
|---|---|
| Pricing | Free (5/mo) → $49/mo (100K) → $149/mo (1M) |
| Proxy pool | Via proxy integration (extra cost) |
| JS Rendering | Yes |
| Output format | Custom (per actor) |
Strengths: Scheduled jobs. Persistent storage. Actor marketplace.
Weaknesses: Actor model adds complexity. Output formats vary. Proxies are extra cost.
7. ScrapingBee
Simple scraping API with focus on ease of use.
| Metric | Value |
|---|---|
| Pricing | Free (1K/mo) → $49/mo (300K) → $99/mo (1.2M) |
| Per-page cost | ~$0.16/1K pages |
| JS Rendering | Yes |
| Output format | Raw HTML |
Strengths: Clean API. Good documentation. Competitive pricing at scale.
Weaknesses: No structured extraction. No AI features.
8. Jina Reader
URL-to-markdown converter. Extremely simple, free tier, no signup needed.
| Metric | Value |
|---|---|
| Pricing | Free (rate-limited) → $20/mo |
| Per-page cost | Effectively free at low volume |
| JS Rendering | No |
| Output format | Markdown |
Strengths: Free. Simple. No auth required.
Weaknesses: No JS rendering. Rate limited. No structured extraction.
9. Oxylabs
Enterprise data collection platform. Similar to Bright Data in scope.
| Metric | Value |
|---|---|
| Pricing | Custom (typically $300+/mo) |
| Proxy pool | 100M+ residential IPs |
| JS Rendering | Yes |
| Output format | Raw HTML |
Strengths: Large proxy network. Enterprise features.
Weaknesses: Enterprise pricing (contact sales). Complex for small teams.
10. Spider (spider.cloud)
Modern scraping API built for AI. Returns structured data with LLM extraction.
| Metric | Value |
|---|---|
| Pricing | Free tier → $39/mo (100K) → $99/mo (1M) |
| Per-page cost | ~$0.39/1K pages |
| JS Rendering | Yes |
| Output format | Markdown, JSON |
Strengths: Clean API. LLM extraction built-in. Good pricing.
Weaknesses: Newer provider. Smaller community.
Comparison Table
| Provider | Free Tier | Entry Price | Per 1K Cost | JS Render | Markdown | AI Extract | Proxies | MCP |
|---|---|---|---|---|---|---|---|---|
| SearchHive | 500/mo | $9/mo | ~$0.49 | Yes | Yes | Yes | Built-in | Yes |
| Firecrawl | 500 once | $83/mo | ~$0.83 | Yes | Yes | Yes | No | No |
| ScraperAPI | 1K/mo | $29/mo | ~$0.29 | Yes | No | No | Yes | No |
| ZenRows | 1K/mo | $49/mo | ~$0.98 | Yes | No | No | Yes | No |
| Bright Data | No | $500+/mo | Varies | Yes | No | No | Yes | No |
| Apify | 5/mo | $49/mo | ~$0.49 | Yes | Varies | Varies | Extra | No |
| ScrapingBee | 1K/mo | $49/mo | ~$0.16 | Yes | No | No | Yes | No |
| Jina Reader | Free | $20/mo | Free* | No | Yes | No | No | No |
| Oxylabs | No | $300+/mo | Varies | Yes | No | No | Yes | No |
| Spider | Yes | $39/mo | ~$0.39 | Yes | Yes | Yes | Yes | No |
*Free at low volume with rate limits.
Best Practices for Choosing a Scraping API
1. Match your output needs first. If you need markdown for LLM consumption, narrow to SearchHive, Firecrawl, Jina Reader, or Spider. If raw HTML is fine, ScraperAPI, ZenRows, and ScrapingBee offer better per-page pricing.
2. Calculate real costs at your volume. The "per 1K" number is misleading because discounts kick in at different thresholds. Request a volume quote if you're doing 50K+ pages/month.
3. Check anti-bot handling for your specific targets. Some APIs excel at Cloudflare, others at Datadome, others at reCAPTCHA. Test against your actual URLs before committing.
4. Factor in the parsing cost. Raw HTML APIs are cheaper per page, but you spend engineering time on parsing. If you're feeding data to LLMs, markdown output saves significant development effort.
Recommendation
For most developers in 2026, SearchHive offers the best balance of price, features, and developer experience. The unified API (search + scrape + extract) eliminates the need to string together multiple vendors, and the credit system gives you flexibility to allocate budget where you need it.
If you're doing high-volume raw HTML scraping and have your own parsing pipeline, ScraperAPI or ScrapingBee will give you the lowest per-page cost.
If you're building enterprise-scale data infrastructure, Bright Data and Oxylabs have the proxy networks and compliance features, but you'll pay for them.
Whatever you pick, start with the free tier and benchmark against your actual workload. The difference between marketing claims and real-world performance can be significant.
→ Get started with SearchHive — 500 free credits, no credit card, access to all three products from day one.