Compare Crawlora's documented, platform-specific APIs that return normalized JSON with Scrapfly's generic scraping API, anti-bot bypass, JavaScript rendering, and AI extraction.
Benchmark
Before comparing Crawlora to Scrapfly on the table below, here’s how Crawlora performs on its own: we ran Crawlora’s /web/scrape endpoint once against a stratified sample of 30 public URLs (docs, e-commerce, and anti-bot-protected sites), with the cache bypassed. 21/30 requests returned usable content.
This is Crawlora's own measured reliability on a single disclosed run — not a head-to-head benchmark against Firecrawl, Scrapfly, or any other named competitor. We don't hold API keys for competitor products and won't publish a number for a tool we haven't actually run.
Internally conducted benchmark, run . Last verified . Full methodology and per-URL results.
Short verdict
Crawlora is stronger when your sources are known and you want normalized JSON with no extraction rules to maintain. Scrapfly is stronger when you need a flexible, generic scraping API for arbitrary sites with configurable rendering and extraction.
Quick comparison
Use this table as a starting point for evaluating Crawlora against Scrapfly, then verify current details on both providers' official pages before making a production decision.
| Category | Crawlora | Scrapfly |
|---|---|---|
| Primary product type | Structured public web data APIs | Generic scraping API with proxies, rendering, and extraction |
| Best for | Structured data from known platforms | Fetching and extracting arbitrary or unknown URLs |
| Output format | Normalized JSON by endpoint | Raw page response, or extracted fields you configure |
| Platform-specific APIs | Google Search, Google Maps, Amazon, TikTok, YouTube, app stores, and more | Generic URL target model rather than per-platform endpoints |
| Generic URL scraping | Not the main positioning | Yes — core capability |
| Browser rendering | Browser-backed rendering where supported | Headless-browser rendering you enable per request |
| Proxy & anti-bot handling | Managed proxy routing behind supported endpoints | Configurable proxy pools and anti-bot bypass per request |
| Data extraction | Pre-built normalized schemas per endpoint | AI/LLM and rule-based extraction you define |
| Extraction maintenance | Reduced for supported endpoints | You own extraction rules as target pages change |
| Testing | Playground for documented endpoints | Configure and test requests in your own setup |
| Entry price | $9/month Starter (20,000 credits) | $30/month Discovery (200,000 credits), then $100 Pro, $250 Startup, $500 Enterprise |
| Free tier | 2,000 free credits every month, no card required | 1,000 free credits on signup, no card and no time limit |
| Pricing model | Credit-based, one fixed published weight per endpoint covering proxies, retries, rendering and challenge handling | Credit-based at $0.15/1K credits on Discovery down to $0.09/1K on Enterprise, with credits per scrape varying by configuration: 1 HTTP on a datacenter IP, 5 with browser rendering or ASP, 25 with residential proxies, 60 for a full-page screenshot |
| Cost of 1,000 plain HTTP requests | No flat generic-URL tier — pricing is per documented endpoint | About $0.15 on Discovery and $0.10 on Pro — 1 credit per datacenter HTTP scrape |
| Cost of 1,000 defended-target requests | About $1.35 for Google SERP calls on the $9 Starter plan and $0.87 on the $29 Growth plan — the weight does not change with target difficulty | ASP or browser rendering is 5 credits (about $0.75 per 1,000 on Discovery, $0.50 on Pro); residential proxies are 25 credits (about $3.75 and $2.50) |
| What counts as billable | Only a successful 2xx response — blocks, timeouts and 4xx/5xx cost zero credits | Also zero on failure — Scrapfly states upstream 4xx/5xx and failed scrapes are free |
| Feature gating | Every endpoint is available on every plan; plans differ on credits and rate limit | Also ungated — all five APIs, ASP, JS rendering, residential proxies and 190+ countries are on every plan; only volume and concurrency scale |
| Concurrency | Rate limited per minute: 5 on Free up to 1,000 on Enterprise | Concurrent requests: 5 on Discovery, 20 Pro, 50 Startup, 100 Enterprise |
| Overage handling | Plan credits reset monthly; paid plans can enable overage billing | Pay-as-you-go overflow from Pro up at $3.50/10k (Pro), $2.00/10k (Startup) and $1.20/10k (Enterprise); Discovery hard-caps at quota instead |
| Compliance posture | Public-data endpoints with documented sourcing | SOC 2 Type II, ISO 27001, GDPR, with MSA/DPA/BAA/HIPAA available on custom contracts |
| Agent-native workflows | Structured data and hosted MCP tools for supported endpoints | Generic scrape/extract calls usable from agents |
Details
Choosing between Crawlora and Scrapfly depends on output format, target coverage, developer workflow, and how much infrastructure your team wants to operate.
Crawlora is built around documented endpoints for supported public platforms, so you call a known route and get normalized JSON back. Scrapfly is a generic scraping API: you point it at a URL and it handles proxies, anti-bot bypass, and headless-browser rendering so you can fetch the page and extract what you need.
With Crawlora, the response shape for a supported endpoint is defined for you, so there are no selectors or extraction rules to maintain. With Scrapfly, you choose what to extract — via CSS/XPath rules or its AI/LLM extraction — which is flexible for arbitrary pages but means you own that logic as sites change.
Both handle the hard parts of fetching. Scrapfly exposes granular control over proxy type, anti-scraping-protection bypass, and JavaScript rendering per request, which suits unknown or defended sites. Crawlora keeps managed proxy routing and rendering behind supported endpoints so you do not configure them request by request.
Use Crawlora when an agent needs clean, structured records from supported public platforms, optionally via hosted MCP tools. Use Scrapfly when an agent needs to fetch and extract content from arbitrary websites that are not covered as dedicated endpoints.
Both use usage-based pricing, but the units differ: Crawlora bills credits per documented endpoint call, while Scrapfly bills API credits that vary with options such as rendering and extraction. Compare the cost per successful workflow, not just the headline price.
Crawlora is designed for responsible public web data workflows. It should not be used for private or protected data, and no comparison page should be read as a guarantee that every target will succeed. Review provider terms, target-site rules, and your own compliance requirements before production use.
Evaluation checklist
Compare Crawlora and Scrapfly against your real workflow and maintenance burden, not just top-line feature labels.
FAQ
These Scrapfly comparison answers use conservative language and should be verified against both providers' official pages for current product and pricing details.
Yes, for buyers comparing web scraping APIs. Crawlora is platform-specific and returns normalized JSON; Scrapfly is a generic scraping API you point at URLs and configure extraction for.
Crawlora uses browser-backed rendering where supported endpoints require it, handled behind the API layer rather than configured per request.
No. For supported endpoints Crawlora returns documented, normalized JSON, so there are no selectors or extraction rules to maintain.
Yes. If you need to scrape pages that are not covered by a dedicated platform endpoint, Scrapfly's generic fetch-and-extract model is the stronger category fit.
Crawlora is a strong fit when those sources are in the supported catalog and you want normalized JSON without building extraction logic.
Both are usage-based. Crawlora bills credits per documented endpoint call; Scrapfly bills API credits that depend on options like rendering and extraction. Compare the cost per successful workflow.
Scrapfly gives you per-request control over proxies and anti-bot bypass. Crawlora manages proxy routing and resilience behind supported endpoints instead of exposing it as configuration.
Yes. A common pattern is Crawlora for supported structured platforms and Scrapfly for arbitrary websites that need custom fetching and extraction.
Scrapfly is a web scraping API that provides proxy rotation, anti-scraping-protection bypass, headless-browser rendering, and AI/rule-based data extraction for arbitrary URLs.
Plans are $30/month for 200,000 credits (Discovery), $100 for 1,000,000 (Pro), $250 for 2,500,000 (Startup) and $500 for 5,500,000 (Enterprise), which works out at $0.15 per 1,000 credits falling to $0.09, plus a negotiated custom tier. Signup includes 1,000 free credits with no card and no time limit. What a scrape consumes depends on configuration — see the next question.
Per Scrapfly's pricing page: 1 credit for an HTTP scrape on a datacenter IP, 5 with browser rendering or ASP (its anti-scraping-protection mode), 25 with residential proxies, and 60 for a full-page screenshot capture. In cost per 1,000 requests on the $30 Discovery plan that is about $0.15, $0.75, $3.75 and $9.00 respectively. Crawlora instead charges one published weight per endpoint that already covers proxies, rendering and challenge handling, so a defended target does not cost more than an easy one.
No — Scrapfly states that upstream 4xx and 5xx responses and failed scrapes are free. Crawlora likewise charges only for a successful 2xx. This is one of the few points in the category where both vendors land in the same place, and it is worth noting that several competitors do bill 404s.
It depends on whether the target is in Crawlora's catalog. Scrapfly's asp=True flag will point at any URL and escalate automatically, costing 5 credits for ASP or browser rendering and 25 if residential proxies are needed — roughly $0.75 and $3.75 per 1,000 on Discovery. Crawlora only covers documented endpoints, but for those the price is fixed regardless of how hard the target fought back: about $1.35 per 1,000 Google SERP calls on the $9 Starter plan. Breadth versus a flat, predictable price on known platforms is the real trade.
Last reviewed: . Competitor pricing and features can change. Check each official provider page for the latest details.
Browse endpoint docs, run a Playground request against a platform Scrapfly doesn't cover, and compare credit-based pricing before deciding whether Crawlora fits your workflow.