Firecrawl vs ZenRows: Crawl API or Scraping Toolkit?
Pick Firecrawl when you want a hosted context API that returns Markdown or structured data for LLM and agent workflows. Pick ZenRows when you want one credit balance across scraping primitives — standard fetch, JavaScript rendering, premium proxies, protected requests, residential bandwidth, and browser minutes — rather than an LLM-context headline product.
- Firecrawl, official pricing checked November 6, 2026: Free $0 / 1,000 credits; Hobby $19/month or $16/month billed annually ($190/year) / 5,000 credits; Standard $99 or $83 ($990/year) / 100,000 credits.
- ZenRows, official pricing page and schema.org JSON checked November 6, 2026: Free $0 / 5,000 credits / 5 concurrent / no top-ups. Build monthly billing $19–$39 (entry $19 / 45,000 credits); the same page’s annual display starts at $16/month. Annual billing is advertised as pay 10 months, get 12.
- Credits are weighted differently. A Firecrawl JSON scrape is 5 credits. A ZenRows protected request (JS + premium proxies) is 25 credits. Do not convert the two wallets 1:1.
By Unfair Advantage · Updated November 6, 2026. Related: Firecrawl review · Firecrawl pricing · Firecrawl alternatives · Firecrawl vs ScraperAPI.
1. Who should pick which
Firecrawl vs ZenRows is a category decision: a hosted LLM context API versus a scraping toolkit with one credit wallet. If you actually wanted a classic scrape API without the toolkit story, the closer pairwise page is Firecrawl vs ScraperAPI. If you wanted a landscape, use Firecrawl alternatives.
Choose Firecrawl when…
- The output you need is Markdown or structured fields for agents, RAG, or MCP.
- You want scrape, crawl, map, search, interact, and an agent endpoint documented as first-class product.
- You prefer Firecrawl’s published hosted plans and will count JSON, search, and interact correctly.
Choose ZenRows when…
- You want one vendor for standard fetches, JS-rendered fetches, premium-proxy fetches, and protected combinations.
- You care that failed requests are not charged, and that 404/410 count as successful/usable.
- You may need residential bandwidth (25,000 credits per GB) or Browser sessions billed as bandwidth plus 5 credits per minute.
UA did not create accounts or run a stealth bake-off. Figures come from Firecrawl’s official pricing and billing docs and from ZenRows’ official pricing page plus its schema.org JSON (schema dateModified 2026-10-13), all checked November 6, 2026. Firecrawl links are affiliate links. ZenRows is not an affiliate partner yet, so there is no ZenRows button and no outbound vendor link.
2. What you are actually buying
| Question | Firecrawl | ZenRows |
|---|---|---|
| What the vendor sells | A context API for AI agents: search, scrape, and interact, then return Markdown or structured data. | A scraping toolkit billed from one credit balance across fetch modes, with optional Browser sessions. |
| Free start | 1,000 credits/month, no card, no rollover, no PAYG (HTTP 402 when empty). | 5,000 credits/month, no card, 5 concurrent, no rollover, no top-ups. |
| Published paid entry (monthly billing) | Hobby $19/month, or $16/month billed annually ($190/year), for 5,000 credits and 5 browsers. | Build from $19/month for 45,000 credits (B1). The page’s annual display shows Build from $16/month. |
| How extras stack | JSON, question/query, highlights, prompt-injection, PII, audio, and video each add 4 credits and stack. | Standard 1; JS 5; premium proxies 10; JS + premium (protected) 25. Residential 25,000 credits/GB. Browser = bandwidth + 5 credits/minute. |
| Failed requests | A returned document is billed, including captured 403/404. No document: basic scrape generally not billed, with documented exceptions. | Failed requests are never charged. 404 and 410 count as successful/usable and therefore bill. |
| Extraction | JSON extraction is a paid +4 on top of the scrape. | Extract is currently described as free on top of Fetch. That is a current-state claim, not a promise we extend into the future. |
Firecrawl hosted plans (official, November 6, 2026)
Free $0 / 1,000 / 2 browsers; Hobby $19 or $16 annual display / 5,000 / 5; Standard $99 or $83 ($990/year) / 100,000 / 25; Growth $399 or $333 ($3,990/year) / 500,000 / 50; Scale $749 or $599 ($7,190/year) / 1,000,000 / 100. Scrape or crawl is 1 credit per page; search is 2 per 10 results rounded up; Interact is 2 per minute on the pricing page versus 7 per prompt-minute in the billing docs. Full calculator: Firecrawl pricing.
ZenRows official plans (November 6, 2026)
The public pricing page displays annual monthly rates first. The same page’s schema.org JSON lists the monthly-billing ranges. Both are official; both are cited here so you do not mistake $16 for the monthly invoice if you did not pick annual.
| Family | Monthly billing | Annual display (monthly rate) | What we can nail down |
|---|---|---|---|
| Free | $0 | $0 | 5,000 credits, 5 concurrent, no card, no rollover, no top-ups. |
| Build | $19–$39 | $16–$33 | B1 $19 / 45,000 credits; B2 $29 / 80,000; B3 $39 / 120,000 (monthly billing). |
| Launch | $69–$129 | $58–$108 | L1 $69 / 250,000; L2 $99 / 500,000; L3 $129 / 700,000 (monthly billing). |
| Growth | $199–$399 | $166–$333 | A range; pick the row on their page that matches your credit target. |
| Scale | $549–$2,999 | $458–$2,499 | A wide range for high-volume contracts. |
Annual billing is advertised as pay 10 months, get 12. Paid plans can buy top-ups up to 10× the period’s credits; unused top-up credits roll over once. Adaptive Stealth mode=auto starts light and bills only the setup that worked — useful, and also a reason your invoice will not match a naive “every URL = 25 credits” spreadsheet.
3. Real cost by scenario
Same named workload, two official wallets. No retries. Firecrawl uses Markdown = 1 credit and JSON = 5 unless stated. ZenRows uses the official weights: 1 / 5 / 10 / 25.
Scenario A — 8,000 simple pages a month (no JS, no premium proxy)
Firecrawl Markdown: 8,000 credits → overflows Hobby’s 5,000 → Standard $99/month (or $83 annual display). As JSON: 40,000 credits, still Standard.
ZenRows at 1 credit each: 8,000 credits fit Free’s 5,000? No — Free is 5,000, so you step to Build B1 at $19/month for 45,000 credits (or the $16 annual display if you prepay). This is the scenario where ZenRows looks dramatically cheaper, because the pages are easy and Firecrawl’s next published step after Hobby is a $99 plan with 100,000 credits you may not need.
Scenario B — 8,000 JS-rendered pages
Firecrawl does not publish a “JS rendering = 5 credits” line the way ZenRows does. A basic scrape remains 1 credit; JSON remains 5. Hosted Firecrawl is running the browser on their side as part of the product. Cost stays Standard $99 for 8,000 Markdown pages (or 40,000 credits as JSON).
ZenRows JS weight is 5 credits: 8,000 × 5 = 40,000 credits, which still fits Build B1’s 45,000 at $19/month. Headroom is thin (5,000 credits). A modest retry rate or a few protected upgrades would push you to Build B2 at $29/month (80,000 credits).
Scenario C — 4,000 protected pages (JS + premium proxies)
Firecrawl: if these are ordinary hosted scrapes, 4,000 Markdown credits fit Hobby at $19/month. As JSON: 20,000 credits → Standard at $99. Enhanced proxy is documented at the same 1 credit as a basic request; an escalated retry is not charged separately. Do not invent a Firecrawl “protected = 25” rule that the vendor does not publish.
ZenRows protected weight is 25 credits: 4,000 × 25 = 100,000 credits. That overflows Build B3 (120,000 would have worked at $39 — wait, 100,000 fits B3’s 120,000). Monthly cost: Build B3 at $39, or B2’s 80,000 is not enough so you cannot stay at $29. If half of those pages escalate only after Adaptive Stealth tries a cheaper mode, your actual bill could land lower than 100,000 credits — that is the point of mode=auto, and also why we will not promise a 100,000-credit invoice.
Scenario D — 20 hours of Browser or Interact time
Firecrawl Interact: 20 hours = 1,200 minutes. At the marketing rate of 2 credits per minute, 2,400 credits (Hobby). At the billing-docs prompt rate of 7 credits per minute, 8,400 credits (Standard). Add the one-minute minimum per session if you open many short sessions.
ZenRows Browser: official rule is bandwidth plus 5 credits per minute. The time slice alone is 1,200 × 5 = 6,000 credits, which already exceeds Free and sits on Build B1 — before whatever residential or datacenter bandwidth those minutes consumed (residential is 25,000 credits per GB). We cannot invent your bandwidth. Treat Browser as two meters, not one.
Scenario E — Prototype on the free plans
Firecrawl Free is 1,000 credits. ZenRows Free is 5,000 credits, also with no top-ups. For easy HTML checks, ZenRows Free goes further (5,000 standard pages versus 1,000 Firecrawl Markdown pages). For JSON-for-agents evaluation, Firecrawl Free holds 200 JSON pages (200 × 5 = 1,000) and ZenRows’ “Extract currently free on top of Fetch” claim would leave extraction off the credit meter — again, current-state wording, checked November 6, 2026, not a contract we can write for you.
4. Technical workflow
Documented flows only. UA ran neither API.
- Name the output. Markdown or schema-first JSON for an LLM stack points at Firecrawl. HTML or rendered HTML you will parse, with optional stealth upgrades, points at ZenRows.
- Name the difficulty mix. On ZenRows you should estimate what share of URLs will stay at 1 credit, what share will need JS (5), premium (10), or protected (25), and whether Browser minutes or residential GB will appear. On Firecrawl you should estimate Markdown versus JSON versus search versus Interact.
- Firecrawl path: API key,
/scrape, then/mapor/crawl, then/searchif discovery is in-product. Turn on JSON only with a schema. Watch Free’s HTTP 402 and crawl’s tighter rate limits. - ZenRows path: start with the lightest fetch that works. Adaptive Stealth
mode=autois documented to escalate and bill the setup that succeeded — better than forcing every URL through the 25-credit protected path “just in case.” If you need Browser, budget minutes and bandwidth together. - Read the failure rule before you write retries. Firecrawl bills a returned 403/404 document. ZenRows does not bill failures, but does bill 404/410 as usable. A retry loop has opposite cost profiles on the two sides.
- Do not use Free as production overflow. Neither Free plan offers top-ups. ZenRows paid top-ups (up to 10×, unused top-up credits roll over once) only exist once you are on a paid family.
Concurrency is a separate axis: Firecrawl publishes concurrent browsers per plan (2 / 5 / 25 / 50 / 100). ZenRows Free publishes 5 concurrent requests; higher families raise that cap on the vendor’s plan picker. A wide crawl can force an upgrade even when the credit math still looked like the entry tier. Check the concurrency number on the plan you are about to buy, then check it again after you turn on JS or Browser, because those modes are often the ones teams try to run in parallel. A plan that looks right on credits can still throttle a morning crawl.
5. Pitfalls
- Comparing $19 to $19. Firecrawl Hobby is $19 for 5,000 credits. ZenRows Build B1 is $19 for 45,000 credits. Those 45,000 credits become 1,800 protected pages (45,000 / 25) or 9,000 JS pages (45,000 / 5). The sticker is the same; the unit is not.
- Assuming Firecrawl charges a JS multiplier it does not publish. Do not import ZenRows’ 5/10/25 weights onto Firecrawl invoices.
- Forcing every ZenRows URL through protected mode. That turns a $19 job into a mid-Build or Launch job for no reason if Adaptive Stealth would have stopped earlier.
- Trusting “Extract is free” as a forever price. Official wording today says Extract is currently free on top of Fetch. Budget a future change as a risk, not as a conspiracy.
- Mixing annual display with monthly billing. $16 Build is the annual display, not the month-to-month B1 invoice of $19.
- Using Browser minutes without counting GB. Five credits per minute is only half of the documented Browser bill.
6. Decision
| If your situation is… | Pick |
|---|---|
| Hosted Markdown or JSON for agents, RAG, or MCP | Firecrawl |
| A toolkit credit wallet across standard / JS / premium / protected fetches | ZenRows |
| Easy HTML at low volume and you want the larger free bucket | ZenRows Free (5,000 credits) is the bigger no-card sandbox. That does not make it the better LLM-context product. |
| You actually wanted a classic scrape API with SERP multipliers | Wrong pairwise page — see Firecrawl vs ScraperAPI. |
Our hosted pick for LLM context remains Firecrawl. ZenRows is the tool we would evaluate in this pair when the job is fetching pages under shifting anti-bot and rendering needs, especially if failed requests must not drain the wallet. Neither vendor wins a generic “cheaper scraper” contest once you apply their own weights.
7. FAQ
Is ZenRows cheaper than Firecrawl?
Sometimes, on easy HTML (Scenario A). Not as a rule. Protected ZenRows requests cost 25 credits; Firecrawl JSON scrapes cost 5 credits; Interact and Browser are billed in minutes on different meters. Compare a named workload, not two $19 stickers.
Why does ZenRows show $16 if Build starts at $19?
The public page highlights annual monthly rates (Build from $16). Monthly billing for Build is $19–$39, with B1 at $19 for 45,000 credits. The schema.org JSON on the same page lists those monthly ranges. Annual is advertised as pay 10, get 12.
Does ZenRows charge for failed requests?
Official pricing materials say failed requests are never charged. 404 and 410 are treated as successful/usable and do count.
Does Firecrawl charge for 404 pages?
If it returns a document, yes — including a captured 404 or 403. If it returns no document, a basic scrape is generally not charged, with documented exceptions.
Do you have an affiliate link for ZenRows?
Not at the time this page was written. A hidden placeholder sits in the HTML for later; it is not visible and it does not point at a live vendor URL.
8. Sources
Vendor pages are named in text so this article does not send click-throughs to non-affiliate destinations. Dates are Europe/Paris verification dates.
- Firecrawl official pricing page and billing documentation (checked November 6, 2026)
- Firecrawl official documentation (checked November 6, 2026)
- ZenRows official pricing page (checked November 6, 2026)
- ZenRows official pricing page schema.org JSON, including monthly ranges and
dateModified2026-10-13 (checked November 6, 2026)