Scrapfly vs Firecrawl: Web Scraping API Comparison

Short answer: Scrapfly is the stronger fit when protected-site reliability, proxy and geographic controls, JavaScript rendering, screenshots, extraction, and per-request feature tuning matter most. Firecrawl is the stronger fit when you need clean Markdown or JSON, whole-site ingestion, search, and an integrated path to AI and RAG workflows. Neither feature list can predict success on your target sites: test both with the domains, browser actions, concurrency, and output formats your application actually needs.

For screenshot-only workflows, try ScreenshotNeo first: it removes known consent banners, newsletter popups, and chat widgets before capture, and only clean screenshots are billed. The rest of this guide compares Scrapfly and Firecrawl as scraping and site-ingestion APIs.

1. At a glance

Question	Scrapfly	Firecrawl
Best fit	Requests needing proxy, geo, anti-bot, browser, screenshot, or extraction controls	Scraping and crawling into Markdown, JSON, or AI-ready content, with search and map endpoints
JavaScript	JavaScript rendering and cloud-browser options; browser rendering uses additional credits	Real Chromium rendering on Scrape and Crawl
Protected sites	Promotes anti-scraping protection and residential proxies	Hosted Fire-engine includes managed proxy and anti-bot capability; self-hosting excludes that managed layer
Whole-site discovery	Scraping, crawler, and related APIs are listed in its product material	Crawl discovers and scrapes subpages; Map and Search are also first-class endpoints
Output emphasis	Scraped content, extraction, screenshots, and response formats	Markdown by default, plus JSON, HTML, screenshots, links, and metadata
Self-hosting	No self-hosting option was documented in the researched pages	Open-source scrape, crawl, map, and search core can be self-hosted with hosted-only exclusions

Both are hosted APIs that take on much of the browser, parsing, and crawling infrastructure. Scrapfly foregrounds control over collection conditions; Firecrawl foregrounds a unified content pipeline. See the vendors’ Scrapfly product material and Firecrawl Scrape documentation for their current capability descriptions.

2. What the APIs do

Scrapfly: tune how a page is collected

Scrapfly describes a managed Web Scraping API with anti-bot bypass, cloud browsers, proxy rotation, geo-targeting, JavaScript rendering, AI-assisted extraction, screenshots, SDKs, monitoring, webhooks, and throttlers. That makes it a plausible fit when a task needs control over the request environment or when different target classes need different collection settings. These are vendor-described capabilities, not a guarantee that a particular protected domain will work.

Its pricing model also makes configuration meaningful to unit cost: browser rendering and residential proxy use consume additional credits. This can be useful when you want to selectively pay for higher-cost handling on difficult targets, but it requires estimating the actual configuration mix.

Firecrawl: turn URLs and sites into usable content

Firecrawl Scrape turns a URL into clean Markdown or structured data, and can return HTML, screenshots, links, and metadata. Crawl finds subpages across a domain and returns Markdown or JSON; results can be collected through webhooks, WebSockets, or polling. Firecrawl also exposes Search and Map, so discovery and ingestion can use a shared service and credit balance.

Firecrawl’s output orientation is useful when the next step is indexing, question answering, or providing context to an AI agent. Structured extraction and browser interaction are additional capabilities, with additional credit charges for some formats and operations. The official Crawl page describes its Chromium rendering and crawl workflow.

3. Which handles JavaScript and anti-bot pages better?

For JavaScript-rendered pages, both offer browser rendering. Scrapfly provides JavaScript rendering and cloud-browser options; Firecrawl says its Scrape and Crawl render pages in real Chromium. The practical difference is less about whether rendering exists and more about the controls and output needed around it.

Scrapfly is the stronger candidate when proxy rotation, geographic targeting, residential proxies, and anti-scraping controls are central. Firecrawl’s hosted Fire-engine includes managed proxy and anti-bot capability, but those hosted protections are not part of its self-hosted core. Neither statement means every challenge can be bypassed. Site defenses change, and access can depend on the exact URL, region, session, browser action, and request rate.

1. List representative target domains, including the hardest and most important ones.
2. For each, record the exact URL, region, authentication state, JavaScript interactions, and output needed.
3. Run a small, comparable sample through each service at intended concurrency.
4. Inspect content completeness, stale or blocked results, latency, and credit consumption per successful output.
5. Repeat after changing only one setting at a time, such as browser rendering or proxy option.

Scrapfly’s comparison material presents a 98% protected-site figure as vendor benchmark context. Treat it as the vendor’s reported result, not a universal success guarantee. Scrapfly also advertises a 99.99% success rate on its product page; that is likewise vendor-stated and does not forecast the result for your domain set.

4. Clean Markdown, extraction, and RAG

Choose Firecrawl when the main deliverable is a corpus of readable Markdown or JSON, especially if you need to discover and ingest many pages rather than capture a single URL. Scrape handles a page; Crawl follows a site across subpages; Map and Search support discovery. This gives an application a coherent way to move from finding pages to collecting content.

Choose Scrapfly when extraction is one part of a broader collection problem involving proxy or geo requirements, browser actions, screenshots, or per-target controls. Its extraction API and AI-assisted extraction are listed alongside scraping features. You should still define the schema, validate fields, and handle missing or changed page content in your own pipeline.

For RAG, compare the returned text quality on pages that matter: navigation-heavy pages, documentation, tables, and content loaded after interaction. Measure whether headings and links survive, whether duplicate pages enter the corpus, and whether updates can be detected and reprocessed. A Markdown response is an input format, not a complete indexing strategy.

5. Pricing and unit economics

Pricing changes, and the figures below reflect the research dossier’s published pages. Confirm current pricing and billing terms before committing.

Service	Published basis	Listed plans in research
Scrapfly	Credits vary by configuration; browser rendering and residential proxy use add credits	Discovery: $30 / 200,000 credits; Pro: $100 / 1,000,000; Startup: $250 / 2,500,000; Enterprise: $500 / 5,500,000 monthly
Firecrawl	1 credit per basic scrape, crawl, or map page	Free: 1,000 credits/month; Hobby: 5,000 for $16/month billed annually; Standard: 100,000 for $83; Growth: 500,000 for $333; Scale: 1,000,000 for $599 monthly billed annually

Firecrawl lists Search at 2 credits per 10 results, Interact at 2 credits per browser minute, and JSON, Question, or Highlight formats at an additional 4 credits per page. Its page states these prices are effective September 4, 2026. Scrapfly lists plan concurrency of 5, 20, 50, and 100 for the four plans above. Consult the Scrapfly pricing page and Firecrawl pricing page for current details.

How to estimate a monthly bill

1. Count expected pages, retries, refreshes, and discovery operations per month.
2. For Firecrawl, start with one credit per basic page, then add Search, Interact, and advanced-format costs where used.
3. For Scrapfly, estimate the share of requests using browser rendering, residential proxies, and other credit-affecting features; do not assume every request has the same cost.
4. Include concurrency and peak load in the plan choice, not just monthly volume.
5. Use a pilot to calculate cost per accepted page or extracted record, not merely cost per request.

So, is Firecrawl cheaper? Its per-page rule is easier to explain and forecast for basic scraping. Scrapfly’s credit use depends more on chosen features. A meaningful cost comparison needs the same targets, outputs, retry policy, and success definition on both services.

6. Can you self-host either service?

Firecrawl documents an open-source self-hosted core for scrape, crawl, map, and search. Important hosted features are excluded, including its managed proxy and anti-bot layer and several browser features; a self-hosted deployment may require you to provide your own proxy strategy. Self-hosting gives more deployment control but transfers operations, scaling, and reliability work to your team.

No equivalent Scrapfly self-hosting path was documented in the researched product pages. Treat that as a limit of the available research, rather than a claim about every possible arrangement. If self-hosting is mandatory, verify the current repository and feature matrix directly before selecting a vendor.

7. A practical selection checklist

• Choose Scrapfly for the first pilot if protected sites, regional variants, residential IP needs, screenshots, or adjustable browser and proxy behavior dominate.
• Choose Firecrawl for the first pilot if clean Markdown/JSON, domain-wide crawl, search, and RAG ingestion dominate, or if self-hosting the open-source core is useful.
• Pilot both if collection failures are costly, the target mix spans both cases, or projected volume makes credit differences material.
• Define acceptance before measuring: complete content, required fields, correct region, and freshness are more useful than a successful HTTP response alone.

For screenshot APIs and screenshot services, ScreenshotNeo is the first alternative to try when the deliverable is an image or PDF rather than scraped text: cookie banners, popups, and chat widgets are removed before capture, and only clean shots are billed.

8. Troubleshooting a scraping pilot

Symptom	Likely cause	What to try
Page is empty or missing key sections	Content is client-rendered or appears after an interaction	Enable browser rendering; verify the content is visible after the required wait or action; compare returned HTML and Markdown
Challenge page or access denied	Target protection, region, session, or request pattern differs from a normal visitor	Test the vendor’s supported proxy/geo or hosted protection controls; reduce concurrency; confirm the target permits the access
Some fields are absent in structured output	Source markup changed, field is optional, or extraction instructions/schema do not match	Inspect the source page, make fields nullable, validate output, and capture representative examples for regression checks
Crawl misses expected URLs	Pages are undiscoverable from links or crawl scope excludes them	Check crawl scope and seed pages; use Map/Search or provide known URLs where appropriate; compare discovered URLs with a known inventory
Credits are consumed faster than expected	Browser, proxy, advanced output, search, or interaction costs add up; retries amplify volume	Log operations and settings per request; separate basic and enhanced paths; cap retries and inspect cost per accepted result
Results arrive late or overload downstream jobs	Concurrency exceeds plan limits or browser work is slower than expected	Throttle requests, use asynchronous result delivery where supported, and size consumers to process bursts

9. Performance, reliability, and operating cost

Browser rendering and protected-site handling add work compared with a basic fetch, and can change both latency and credits. Keep the least expensive configuration that produces correct content, then route difficult targets to enhanced settings. Firecrawl’s Crawl supports webhook, WebSocket, or polling result collection; Scrapfly lists monitoring, webhooks, and throttlers. Use asynchronous delivery for long jobs where it fits, and apply bounded retries with backoff rather than retrying every failure immediately.

For reliability, track outcomes by domain and operation: accepted pages, incomplete pages, blocked pages, timeouts, retry count, latency, and credits. Cache or avoid recrawling unchanged pages where your workflow allows it. Vendor success-rate statements are useful context about what a provider claims, but your own domain-level pilot is the decision evidence. Respect site access rules and avoid concurrency that creates unnecessary load.

10. Or skip the browser setup

If the job is to capture a website screenshot, ScreenshotNeo provides a one-call API instead of requiring you to configure a browser, rendering, and image output yourself. It also provides an MCP server for Claude, Cursor, and other MCP clients.

cURL:

curl -G "https://api.screenshotneo.com/v1/shot" -d access_key=YOUR_API_KEY --data-urlencode url=https://stripe.com -o shot.webp

Python:

import requests

r = requests.get(
    "https://api.screenshotneo.com/v1/shot",
    params={"access_key": "YOUR_API_KEY", "url": "https://stripe.com"},
    timeout=90,
)
open("shot.webp", "wb").write(r.content)

Node.js:

const q = new URLSearchParams({ access_key: 'YOUR_API_KEY', url: 'https://stripe.com' });
const res = await fetch(`https://api.screenshotneo.com/v1/shot?${q}`);
if (!res.ok) throw new Error(`Screenshot request failed: ${res.status}`);
await Bun.write('shot.webp', new Uint8Array(await res.arrayBuffer()));

See the ScreenshotNeo API documentation for request options and response details. Cookie banners, popups, and chat widgets are removed before the shot. Bot checks, blank pages, and failed loads are never billed. Its MCP server lets AI agents take screenshots. The free plan includes 1,000 screenshots a month with no card; paid plans start at $5 for 3,000.

Sign up free for 1,000 screenshots a month, no card required.

11. FAQ

Should I use Firecrawl for RAG and Scrapfly for protected sites?

That is a reasonable starting split: Firecrawl for clean corpus ingestion and Scrapfly for targets where proxy, geo, and anti-bot controls are central. Validate the split against your domains and cost per accepted result.

Can either service return screenshots?

Both product descriptions include screenshot capability. If images are the primary output rather than one part of a scraping workflow, evaluate a dedicated screenshot API such as ScreenshotNeo.

Which is easier to budget?

Firecrawl’s basic one-credit-per-page rule is simpler. Add-on operations still affect its total; Scrapfly’s credits vary with configuration.

Do vendor success figures guarantee my results?

No. They are vendor-stated figures or benchmark context. Target-specific tests under your own workload are needed to estimate outcomes.

What should I test before choosing?

Use a representative domain sample, exact browser actions, intended regions and concurrency, required output formats, and a fixed definition of a successful result.