Pricing comparison

Web scraping API pricing comparison

Compare Crawlora with popular scraping APIs by monthly cost, included usage, browser rendering, proxy handling, structured endpoint coverage, and effective cost per 1,000 requests.

Crawlora is built for teams that want structured web data APIs without managing proxy rotation, browser clusters, anti-bot handling, parsers, billing meters, or scraping infrastructure.

Transparent endpoint weightsMulti-source API catalogStructured JSON APIsManaged infrastructure included

Last updated: May 2026. Competitor prices change frequently. This page compares publicly listed prices and should be used as an estimate, not a final quote.

Crawlora positioning

Built for predictable, structured data workflows.

Crawlora is built for teams that want structured web data APIs with transparent endpoint weights, managed scraping infrastructure, browser-backed execution where supported, and predictable credit-based pricing.

Methodology

How we compare pricing

Pricing models are not identical. Some providers charge by API credits, some by successful results, some by searches, and some by compute units. To make comparison easier, this page normalizes public pricing into approximate cost per 1,000 credits, searches, results, or endpoint calls where possible. Actual costs depend on the target website, JavaScript rendering, proxy type, browser mode, retry behavior, structured parsing, and whether failed requests are charged.

Monthly entry price

The lowest public paid plan or PAYG entry point when a monthly plan is not the main model.

Included credits / searches / results

The published usage pool before overages, multipliers, or higher-tier commitments.

Effective cost per 1,000 units

A normalized estimate where the vendor publishes enough information to calculate it.

Browser rendering cost

Whether JavaScript rendering, browser mode, screenshots, or interaction changes the unit cost.

Proxy or anti-bot cost

Whether premium proxy, residential proxy, geo-targeting, or challenge-aware behavior changes usage.

Failed request billing

Whether failed, blocked, or non-2xx responses may still consume credits or paid units.

Structured endpoint coverage

Whether the provider returns documented JSON for specific data surfaces or mainly raw HTML.

Rate limits / concurrency

The request throughput, queue behavior, or concurrent browser/session capacity on each plan.

Best-fit use case

The workload where the pricing model is easiest to estimate and operationally useful.

Categories

Competitor categories

Different providers optimize for different pricing models and workflows. Compare Crawlora against the category that matches your workload.

General scraping APIs

General-purpose scraping APIs that usually combine proxy rotation, browser rendering, anti-bot features, and raw HTML extraction.

ScraperAPI, ScrapingBee, ZenRows, Scrapfly, Zyte API, Oxylabs Web Scraper API, Bright Data Web Unlocker

SERP-focused APIs

Search-engine APIs optimized for Google, Bing, Maps, Shopping, and localized SERP data.

SerpApi, SearchAPI, DataForSEO SERP API

Workflow and actor platforms

Platforms for running scraping jobs, actors, crawlers, scheduled workflows, and AI/web extraction pipelines.

Apify, Firecrawl

Quick comparison

Quick comparison

This table compares common public pricing signals and where each provider tends to fit best.

ProviderBest known forEntry paid planUsage modelKey pricing caveatBest fit
CrawloraTransparent endpoint weightsCrawlora pricing
Structured APIs across search, marketplace, social, app, business, maps, and finance data$9/moEndpoint credit weightsEndpoint cost varies from 1-10 credits/requestMulti-source structured data APIs with predictable endpoint pricing
General scraping API with proxies, JS rendering, anti-bot features$49/moAPI creditsDomain and feature multipliers can change real request costGeneral web scraping with proxy and rendering options
Headless browser and proxy scraping API$49/moAPI creditsJS, premium proxy, stealth, and Google requests can consume more creditsDeveloper-friendly scraping API with browser/proxy support
Oxylabs Web Scraper APIOxylabs pricing
Enterprise-grade scraper API and proxy infrastructure$49/moSuccessful resultsTarget type and JS rendering change cost per 1K resultsEnterprise data collection and high-volume successful-result billing
Zyte APIZyte pricing
Difficulty-tiered scraping API with browser renderingPAYG or monthly minimum depending on accountPer 1K requests by difficulty tierWebsite difficulty and browser-rendered tier can greatly change priceTeams comfortable with tier-based target pricing
Bright Data Web UnlockerBright Data pricing
Enterprise unblocking infrastructurePAYG availablePer 1K successful resultsEnterprise-oriented; lower CPM may require higher monthly commitmentEnterprise-scale unblocking and proxy infrastructure
Anti-bot scraping API, scraping browser, residential proxies$69/mo developer planBasic/protected results and feature multipliersJS rendering and premium proxy combinations can reduce real request capacityProtected-site scraping with bundled browser/proxy options
Web scraping API, cloud browser, screenshot, extraction$30/mo Discovery planAPI creditsBrowser rendering, residential proxies, and anti-bot protection consume more creditsDeveloper infrastructure with detailed configuration controls
Search engine result APIs$25/moSearchesSERP-focused and often higher per-1K search cost than general scraping APIsReal-time SERP APIs and structured search results
SERP API with pay-per-success search pricing$40/moSearchesSearch-focused; not a broad multi-source scraping API catalogGoogle and search-engine SERP workflows
DataForSEO SERP APIDataForSEO pricing
Queue-based and live SERP dataPAYGPer SERPQueue/live mode and extra parameters affect priceSEO teams that can use queue-based SERP workflows
Actor marketplace and data collection platform$29/mo + pay as you goCompute units, Actor pricing, proxy/storage costsReal cost depends on Actor runtime, memory, proxy, storage, and retriesCustom scraping workflows and scheduled jobs
AI/web extraction, scrape, crawl, search, browser/agent workflows$16/mo Hobby planCredits by endpoint/optionsSearch, scrape, crawl, interact, advanced features, and agents consume credits differentlyAI agents, web extraction, markdown, crawl/search workflows

Crawlora unit cost

Crawlora effective cost per 1,000 requests

Crawlora uses endpoint credit weights. Simple endpoints cost fewer credits; heavier targets cost more. This makes pricing easier to estimate before integration.

EndpointStarter $9 / 20K creditsGrowth $29 / 100K creditsPro $79 / 400K creditsBusiness $199 / 1.2M creditsEnterprise $499 / 5M credits
1-credit lookup, 1 credit$0.45 / 1K requests$0.29 / 1K requests$0.20 / 1K requests$0.17 / 1K requests$0.10 / 1K requests
Amazon product, 2 credits$0.90 / 1K requests$0.58 / 1K requests$0.40 / 1K requests$0.33 / 1K requests$0.20 / 1K requests
Google Search, 3 credits$1.35 / 1K requests$0.87 / 1K requests$0.59 / 1K requests$0.50 / 1K requests$0.30 / 1K requests
Google Maps search, 5 credits$2.25 / 1K requests$1.45 / 1K requests$0.99 / 1K requests$0.83 / 1K requests$0.50 / 1K requests
TikTok search, 8 credits$3.60 / 1K requests$2.32 / 1K requests$1.58 / 1K requests$1.33 / 1K requests$0.80 / 1K requests
LinkedIn company, 10 credits$4.50 / 1K requests$2.90 / 1K requests$1.98 / 1K requests$1.66 / 1K requests$1.00 / 1K requests

These estimates use included plan credits only. Overage pricing may differ by plan.

Unit cost

How Crawlora compares on cost per 1,000 units

Because units differ by vendor, compare the labeled unit type before treating any number as request-equivalent.

Provider / planPublic price signalApprox. normalized unit costUnit typeCaveat
Crawlora Growth$29 / 100K credits$0.29 / 1K creditsCreditsGoogle Search is 3 credits/request, about $0.87 / 1K requests on Growth.
Crawlora Enterprise$499 / 5M creditsAbout $0.10 / 1K creditsCreditsGoogle Search is about $0.30 / 1K requests on Enterprise.
ScraperAPI Hobby$49 / 100K credits$0.49 / 1K creditsCreditsDomain and feature multipliers affect real request count.
ScraperAPI Startup$149 / 1M credits$0.149 / 1K creditsCreditsJS rendering, premium proxies, protected targets, and high-cost domains can consume more credits.
ScrapingBee Freelance$49 / 250K creditsAbout $0.196 / 1K creditsCreditsJS, premium proxy, stealth, Google, Amazon, and AI extraction can use more credits.
ScrapingBee Startup$99 / 1M credits$0.099 / 1K creditsCreditsReal request cost depends on feature multipliers.
Oxylabs Micro$49, up to 98K resultsFrom $0.50 / 1K Amazon results; Google around $1.00 / 1K; JS around $1.35 / 1KSuccessful resultsTarget type and JS rendering affect price.
Zyte PAYGHTTP response body from about $0.13 to $1.27 / 1K; browser rendered from about $1.01 to $16.08 / 1KTier-dependentRequestsDifficulty tier is determined by target and request type.
Bright Data Web UnlockerPAYG about $1.50 / 1K results$1.50 / 1KSuccessful resultsLower CPM may require monthly plans or higher commitment.
SerpApi$25 / 1K searches, $75 / 5K, $150 / 15K, $275 / 30KAbout $7.50-$25 / 1K searches depending on planSearchesSearch-focused rather than a broad scraping API catalog.
SearchAPI$40 / 10K searches$4 / 1K searchesSearchesSearch-focused.
DataForSEO SERP APIStandard Queue about $0.0006 per SERP; Priority Queue about $0.0012 per SERPAbout $0.60 / 1K SERPs standard; about $1.20 / 1K SERPs prioritySERPsQueue/live mode and additional parameters affect price.
Apify Starter$29/mo + pay-as-you-go; compute units listed separatelyCompute-unit basedCompute unitsReal cost depends on Actor runtime, memory, proxies, storage, and result count.
FirecrawlSearch/scrape/crawl/interact consume credits by endpointEndpoint-dependentCreditsAdvanced features, interaction, extraction, and agents may cost more.

Use cases

Use-case pricing comparisons

The most useful comparison is not the headline plan price. It is the effective cost for your target, mode, and required output.

Google Search and SERP pricing

For Google Search workflows, compare by cost per 1,000 successful searches or SERPs, not just monthly plan size.

ProviderNotes
CrawloraGoogle Search = 3 credits/request; about $0.87 / 1K requests on Growth and $0.30 / 1K requests on Enterprise.
OxylabsGoogle listed around $1.00 / 1K successful results on Micro and lower on higher plans. JS-rendered results cost more.
SerpApiSearch-focused plans can be significantly more expensive per 1K searches, but include specialized SERP parsing and search engine features.
SearchAPIDeveloper plan around $4 / 1K searches; search-focused and pay-per-success.
DataForSEOStandard Queue around $0.60 / 1K SERPs; Priority Queue around $1.20 / 1K SERPs; queue-based workflow.

Crawlora's advantage is not only Google Search cost. It is that Google Search is part of a broader structured API catalog covering search, marketplaces, apps, social, maps, business, and finance data.

Amazon and marketplace pricing

For marketplace data, compare whether the provider returns structured product/search data or only raw HTML.

ProviderNotes
CrawloraAmazon product = 2 credits/request; about $0.58 / 1K requests on Growth and $0.20 / 1K requests on Enterprise.
OxylabsAmazon successful results start around $0.50 / 1K on Micro and lower on higher plans.
ScrapingBeeHas general scraping and dedicated APIs; real request cost depends on JS/proxy/domain multipliers.
ScraperAPIGeneral scraping with structured-data support in some areas; real request cost depends on credit multipliers and target.
ZenRowsBasic vs protected-result limits and JS/proxy combinations affect real cost.

Browser-rendered and difficult-site pricing

Browser rendering, premium proxies, residential IPs, stealth modes, and anti-bot protection can change the real price dramatically. Crawlora's goal is to expose structured endpoints with transparent endpoint weights wherever possible.

ProviderNotes
CrawloraBrowser-backed execution where supported, endpoint weight published.
ScrapingBeeBrowser/premium/stealth/Google multipliers.
ScraperAPIFeature and domain multipliers.
ZenRowsBasic vs protected results; JS and premium proxy multipliers.
ZyteBrowser-rendered requests priced by difficulty tier.
Bright DataPay per successful Web Unlocker result.
ScrapflyCredits vary by browser, proxy, and anti-scraping protection configuration.

Hidden costs

The real cost depends on what each provider counts

Most scraping API pricing pages advertise credits, searches, or results. The real cost depends on the target, JavaScript rendering, proxy type, anti-bot mode, retries, structured parsing, and whether failed requests are charged.

Credit multipliers

Check whether JavaScript rendering, premium proxy, stealth, Google, Amazon, LinkedIn, screenshots, or browser mode consumes more credits.

Successful-result billing

Check whether only 2xx responses are billed, or whether 4xx/status-specific responses may count.

Browser rendering

Browser execution is often much more expensive than raw HTTP.

Proxy type

Datacenter, residential, ISP, mobile, premium proxy, and geo-targeted proxy costs can differ greatly.

Runtime and compute

Workflow platforms may charge for CPU/RAM/runtime, not just requests.

Overage and rollovers

Check whether unused credits roll over and whether overage is blocked, prepaid, or automatic.

Features

Feature comparison

Feature availability can vary by endpoint, target, plan, and configuration. Always test your actual target before committing to a plan.

FeatureCrawloraScraperAPIScrapingBeeOxylabsZyteBright DataZenRowsScrapflySerpApi / SearchAPIApifyFirecrawl
General scraping APIYes, via structured endpointsYesYesYesYesYesYesYesLimited, SERP-focusedYes, via ActorsYes
Structured endpointsStrongSomeSomeStrong for supported targetsSomeSome/datasets/unlocker dependentSomeExtraction toolsStrong for SERPActor-dependentWeb extraction focused
Proxy handlingManaged proxy routingYesYesYesYesYesYesYesYes for SERPProxy add-ons/platformYes/managed
Browser renderingSupported where neededYesYesYesYesProduct-dependentYesYesSERP/browser infrastructureActor-dependentYes
CAPTCHA/challenge detectionChallenge-awareYesYesYesYesYesYesYesProvider-dependentActor-dependentLimited/contextual
Endpoint credit transparencyStrongMediumMediumStrong by target/result typeStrong by difficulty tier, but target classification variesMediumMediumStrong but configuration-dependentStrong for searchesComplexMedium
Best fitMulti-source structured APIsGeneral scrapingBrowser/proxy APIEnterprise scrapingTiered target scrapingEnterprise unblockingAnti-bot workloadsDeveloper scraping infrastructureSERP APIsWorkflows and ActorsAI web extraction

Calculator

Estimate Crawlora pricing

This calculator estimates Crawlora pricing only. Competitor pricing depends on target, feature multipliers, browser rendering, proxy type, success billing, and plan-specific terms.

Credits needed
300,000
Effective cost per 1K requests
$0.87
Included credits used
100,000
Overage estimate
$90.00
Estimated monthly cost
$119
Recommended plan
Pro

Plan selector

Which Crawlora plan should you choose?

Choose the plan that matches your request volume, rate limit needs, daily cap preference, and overage behavior.

Free

Best for testing and small experiments.

2K credits/month, 500 daily credits, 5 requests/minute.

Starter

Best for small integrations and prototypes.

20K credits/month, low entry price.

Growth

Best for small production workloads.

100K credits/month and popular plan.

Pro

Best for production applications.

400K credits/month, no daily cap, overage enabled by default.

Business

Best for larger data pipelines.

1.2M credits/month, 300 requests/minute.

Enterprise

Best for high-volume catalog workloads.

5M credits/month, 1,000 requests/minute, lowest included credit cost.

FAQ

Pricing comparison FAQ

Common questions about Crawlora credits, competitor comparisons, and when another pricing model may fit better.

Why do credits differ from requests?+

A request can consume different numbers of credits depending on the endpoint. Simple lookup endpoints cost fewer credits, while heavier endpoints such as Google Maps search, TikTok search, or LinkedIn company data cost more. Crawlora publishes endpoint weights so you can estimate usage before integration.

Do failed Crawlora requests cost credits?+

Crawlora's pricing page states that successful 2xx responses consume credits by endpoint weight. Utility endpoints are marked separately in API docs when they are not charged.

Is Crawlora cheaper than ScraperAPI?+

It depends on the target and features used. Crawlora's advantage is transparent endpoint pricing and low entry plans. ScraperAPI offers general scraping infrastructure, but real request cost can depend on domain and feature multipliers.

Is Crawlora cheaper than SerpApi?+

For Google Search-style requests, Crawlora can be much cheaper on a per-1,000-request basis because Google Search is priced at 3 credits/request. SerpApi is a specialized search engine API provider with dedicated SERP features, so the best choice depends on whether you need a SERP-only provider or a broader structured API catalog.

Is Crawlora a replacement for Apify?+

Not always. Apify is a broad actor and workflow platform with compute, storage, scheduling, proxy options, and a marketplace. Crawlora is better when you want direct structured API endpoints without running or configuring actors.

Why do some competitors look cheaper per credit?+

A credit is not always a request. On many platforms, JavaScript rendering, premium proxies, browser mode, screenshots, high-cost domains, or protected targets can multiply credit usage. The best comparison is the effective cost per 1,000 successful requests for your exact target.

When should I choose a dedicated SERP API instead of Crawlora?+

Choose a dedicated SERP API when your whole workload is search-engine data and you need advanced SERP-specific functionality. Choose Crawlora when you want search plus marketplaces, apps, social, maps, business, and finance data under one API catalog.

What is the biggest pricing advantage of Crawlora?+

Crawlora publishes endpoint credit weights and plan credit pools, making it easier to estimate cost before integration. This is especially useful for teams building repeatable data workflows across many platforms.

Start building

Build with predictable structured web data APIs

Start with a documented endpoint, test it in Playground, and scale with API keys, usage visibility, managed proxy routing, distributed browser clusters, and transparent endpoint credit weights.