Agent-native web scraping API Crawlora is an agent-native web scraping API and data extraction service for developers who need structured public web data from complex sources. Send API or hosted MCP requests and receive normalized JSON while Crawlora handles proxy routing, browser rendering, retries, rate limits, and scalable scraping infrastructure. Explore the API catalog , test requests in the Playground , and scale with credit-based pricing when your workflow moves into production. Platform-specific APIs for search, trends, jobs, suggestions, maps, geocoding, streaming catalogs, travel, real estate, social, marketplaces, app stores, audio, podcasts, reviews, crypto, and finance Managed proxy routing, browser-backed rendering, retry logic, and challenge-aware execution Hosted MCP tools, documented schemas, Playground testing, API-key usage tracking, and credit-based pricing Documented operations in the public API catalog Multiple platform APIs Search, maps, travel, property, social, audio, podcasts, marketplaces, app stores, reviews, and finance 2,168 agent-native tools Structured endpoints for agent-native automation workflows Web scraping infrastructure is harder than it looks A simple scraper can work for a small test. Production web data pipelines are different. Teams have to manage proxy rotation, browser rendering, queueing, retries, changing page structures, blocked requests, rate limits, monitoring, and output normalization. Proxy management Buying proxies is not enough. Teams still need routing logic, health checks, session behavior, geotargeting, and fallback rules. JavaScript rendering Many modern pages depend on client-side rendering, dynamic requests, and browser-only behavior. Parser maintenance HTML changes break selectors. Normalized JSON schemas reduce downstream cleanup and rework. Retry and failure handling Production systems need clear failure states, retry paths, request IDs, and debuggable responses. Scaling and rate limits Scraping at scale requires concurrency control, queueing, usage limits, and cost visibility. Developer experience Teams need docs, examples, Playground testing, API keys, and predictable response contracts. One API layer for collection, rendering, extraction, and delivery Developer calls a Crawlora endpoint with an API key. Crawlora routes the request through the right execution path, including proxy routing, browser rendering, retries, and platform-specific handling. The response returns normalized data, usage context, and clear success/failure information that your product can use. 01 Send request 02 Crawlora executes Crawlora executes 03 Receive structured JSON Receive structured JSON 04 Build your product Build your product Validate before coding Try the free tools before you size a production workflow Use the browser tools for one-off checks, then move the same endpoint into production when the result shape and target difficulty are clear. Free Web Scraper Paste a public URL and inspect the clean Markdown, metadata, links, and fetch tier before wiring /web/scrape into a pipeline. Can I Scrape This Site? Check a target URL for anti-bot vendors, difficulty, and the lightest transport that worked before estimating production cost. Free SERP Checker Run a live Google, Bing, or Brave rank check before automating recurring SERP monitoring through search endpoints. Production features Built for production web data workflows Crawlora reduces the engineering burden of maintaining proxies, browser clusters, parsers, retry logic, rate limits, and scraping infrastructure for supported public web data sources. Managed proxy routing Crawlora handles proxy-aware execution so your team does not have to build and maintain proxy routing, testing, and fallback infrastructure. Browser-backed rendering Use browser execution for dynamic pages that require JavaScript rendering instead of maintaining your own Playwright or Puppeteer cluster. Browser cluster capacity Crawlora can run browser-backed workloads through managed browser capacity for pages that need more than basic HTTP fetching. Challenge-aware execution Crawlora detects blocked, challenged, or unusable upstream responses and returns transparent failure context instead of silently returning bad data. Automatic retry logic Built-in retry and fallback behavior reduces transient failures and keeps your integration simpler. Normalized JSON schemas Platform-specific endpoints return structured responses so your application can work with clean fields instead of brittle HTML parsing. Usage tracking and credits Track request volume, credits, rate limits, and API-key usage without building your own metering layer. Developer-first docs Explore endpoints, request bodies, response examples, credit costs, and Playground tests from the documentation. Feature deep dives Explore Crawlora's scraping infrastructure by capability The infrastructure guide explains the execution layer behind Crawlora's structured Web Scraping API: proxy routing, browser rendering, managed browser capacity, challenge-aware execution, retries, usage controls, and scaling. Managed Proxy Routing for Web Scraping APIs Crawlora handles managed proxy routing for supported scraping APIs, helping developers avoid proxy pool maintenance, routing logic, health checks, retries, and scaling complexity. Browser Rendering for JavaScript-Heavy Web Data Use Crawlora browser-backed rendering for JavaScript-heavy public web data workflows without maintaining your own Playwright or Puppeteer infrastructure. Managed Browser Cluster for Scalable Web Scraping Crawlora provides managed browser capacity for supported scraping APIs, helping teams avoid running their own distributed browser cluster for dynamic public web data. Anti-Bot Resilience for Public Web Data Workflows Crawlora helps supported public web data workflows handle common scraping failure modes with managed execution, retries, challenge awareness, and transparent response context. Challenge-Aware Scraping API Execution Crawlora provides challenge-aware execution and transparent failure context for supported web scraping APIs, helping developers avoid silent bad data from blocked or unusable upstream responses. Retry and Fallback Logic for Reliable Scraping APIs Crawlora reduces transient scraping failures with retry and fallback logic for supported endpoints, helping developers build more reliable structured web data workflows. Usage Tracking and Credit-Based Billing for Scraping APIs Crawlora provides API-key usage tracking, credit-based pricing, rate limits, and plan controls for structured web scraping API workflows. Scalable Web Scraping API Infrastructure Crawlora provides scalable web scraping API infrastructure for structured public web data workflows, combining proxy-aware execution, browser rendering, retries, usage controls, and normalized JSON. Platform coverage Structured APIs for high-value public web sources Crawlora focuses on platform-specific APIs where structured data matters more than raw HTML. Start with the Google Search API, Google Trends API, Google Maps API, Geocoding API, JustWatch API, Airbnb API, TripAdvisor API, Zillow API, TikTok API, YouTube API, App Store API, Google Play API, Spotify and podcast APIs, Shop.app and marketplace APIs, and finance data endpoints. SERP monitoring, trend tracking, job discovery, suggestions, media search, keyword research, competitive intelligence Local lead generation, place enrichment, address search, reverse geocoding, business discovery Social and video Creator research, comments, transcripts, trend analysis, campaign monitoring Streaming catalogs Title search, provider availability, offers, seasons, episodes, release tracking, and catalog research Storefront catalogs, product monitoring, shop catalog research, pricing research, marketplace intelligence Travel and hospitality Stay search, lodging discovery, destination listings, availability, reviews, and hospitality research Real estate and property Property search monitoring, home detail enrichment, sale and rental market research App review analysis, ASO research, competitor tracking Audio and podcasts Podcast discovery, show and episode research, chart monitoring, audio catalog enrichment Business and product intelligence Startup research, review analysis, company enrichment Crypto and digital assets Crypto market research, coin profile enrichment, trend monitoring, category tables, chains, exchanges, NFTs, unlocks, treasuries, and news workflows Quote, historical price, market summary, screener, calendar, news, and financial research workflows What you can build with Crawlora Use Crawlora as an API for structured web data in dashboards, AI agents, CRMs, research workflows, SEO tools, and internal analytics. SERP monitoring API Track keyword rankings, result URLs, snippets, competitor visibility, Google Trends demand signals, and search result changes across locations and languages. Local business data Build local lead lists, enrich business profiles, normalize addresses, and monitor categories, ratings, and place data. App review intelligence Analyze app reviews, ratings, version history, competitors, and user feedback from app stores. Creator and social research Track TikTok videos, creators, hashtags, music, comments, trend signals, and public Top Ads creative data. Streaming catalog research Research streaming titles, providers, offers, seasons, episodes, and catalog availability. YouTube research workflows Collect channel, video, comment, caption, transcript, playlist, and Shorts data for research and AI workflows. E-commerce monitoring Monitor Shopify storefront catalogs, product search, marketplace listings, shop catalogs, pricing, variants, reviews, and competitive product data. Travel and hospitality research Collect stays, room details, destination listings, availability hints, public reviews, and lodging data. Property market intelligence Monitor property search results, autocomplete regions, listing status, and public home detail data. Review and reputation monitoring Track public reviews, ratings, competitors, and customer feedback across Trustpilot, travel, app store, and product sources. Music catalog and playlist intelligence Research Spotify catalog, playlists, tracks, artists, albums, charts, and country popularity signals. Crypto market research Collect public CoinGecko markets, coin profiles, chart analysis, categories, chains, exchanges, NFTs, token unlocks, treasury rows, and news cards for research workflows. Finance data research Collect quotes, historical prices, market summaries, screeners, calendars, company modules, news, and public finance page context. Podcast and audio intelligence Research podcast shows, episodes, charts, playlists, tracks, and public audio catalog data. Why use a web scraping API instead of building everything in-house? Crawlora is designed for teams that want to spend less time maintaining scraping infrastructure and more time building products, dashboards, research workflows, and AI data pipelines. Compare Crawlora with scraping API alternatives Evaluate Crawlora against generic scraping APIs, SERP APIs, actor marketplaces, AI web extraction tools, browser automation infrastructure, and building in-house. Crawlora vs ScraperAPI Compare Crawlora's structured platform APIs with a generic scraping API focused on proxy/headless-browser complexity. Crawlora vs Bright Data Compare Crawlora's developer-first API catalog with a broad enterprise data collection and proxy platform. Crawlora vs Apify Compare Crawlora's direct API endpoints with Apify's actor marketplace and automation platform. Crawlora vs Firecrawl Compare Crawlora's structured platform APIs with Firecrawl's AI-native scrape, crawl, map, extraction, and Prometheus self-healing collectors. Crawlora vs Diffbot Compare Crawlora's documented platform JSON APIs with Diffbot's ML extraction, web Knowledge Graph, and Natural Language API. Crawlora vs Oxylabs Compare Crawlora's API catalog with Oxylabs' enterprise proxy, scraping, and web unblocker infrastructure. Crawlora vs ScrapingBee Compare Crawlora's platform-specific JSON APIs with ScrapingBee's generic scraping API for proxy and browser handling. Crawlora vs Scrapfly Compare Crawlora's structured platform JSON APIs with Scrapfly's generic scraping API, anti-bot bypass, and AI extraction. Crawlora vs Outscraper Compare Crawlora's developer-first multi-platform API with Outscraper's data-extraction services for Google Maps, reviews, and leads. Crawlora vs Scrap.io Compare Crawlora's developer-first multi-platform API with Scrap.io's turnkey Google/Apple/Bing Maps lead-generation app. Crawlora vs Map Lead Scraper Compare Crawlora's developer-first API and Contact API with Map Lead Scraper's Chrome/Edge extension for Google Maps leads.

Crawlora vs B2BLeadFinder Compare Crawlora's Maps and Contact APIs with B2BLeadFinder's agency sales tool for finding businesses with weak digital presence. Crawlora vs lobstr.io Compare Crawlora's documented platform JSON APIs with lobstr.io's no-code scraper suite, Python SDK, and MCP server. Crawlora vs G Maps Extractor Compare Crawlora's developer-first API with G Maps Extractor's credit-gated, sign-in-only Google Maps scraper. Crawlora vs LeadStal Compare Crawlora's {platforms}+ platform developer API with LeadStal's 34+ free lead finders plus AI cold-outreach and CRM tooling. Crawlora vs Scrapingdog Compare Crawlora's structured platform APIs with Scrapingdog's generic unblocker plus SERP, Maps, and marketplace scraping APIs. Crawlora vs SerpApi Compare Crawlora's multi-platform API coverage with a mature SERP-focused API provider. Crawlora vs Browserless Compare Crawlora's structured data APIs with hosted browser automation infrastructure. Crawlora vs Steel Compare Crawlora's structured data APIs with Steel's open-source cloud browser infrastructure for AI agents. Crawlora vs Hyperbrowser Compare Crawlora's structured data APIs with Hyperbrowser's credit-based cloud browser infrastructure for AI agents. Crawlora vs Anchor Browser Compare Crawlora's structured data APIs with Anchor Browser's secure, auth-focused browser infrastructure for computer-use agents. Crawlora vs Browserbase Compare Crawlora's structured platform JSON APIs with Browserbase's browser-as-a-service infrastructure for AI agents. Crawlora vs Microlink Compare Crawlora's multi-platform developer API with Microlink's universal URL-to-data API for screenshots, PDFs, and markdown. Crawlora vs Jina AI Compare Crawlora's multi-platform structured API with Jina AI's URL/search-to-LLM-ready-content API for RAG and agents. Crawlora vs Kadoa Compare Crawlora's multi-platform developer API with public pricing to Kadoa's self-healing AI extraction platform for finance. Crawlora vs Browse AI Compare Crawlora's developer-first API with Browse AI's no-code AI web scraper and website-change monitoring platform. Crawlora vs Zyte Compare Crawlora's structured platform APIs with Zyte's enterprise scraping stack, Zyte API, and Scrapy ecosystem. Crawlora vs DataForSEO Compare Crawlora's multi-platform JSON APIs with DataForSEO's SEO, SERP, keyword, and backlink data APIs. Crawlora vs ZenRows Compare Crawlora's platform-specific JSON APIs with ZenRows' generic scraping API and anti-bot bypass. Crawlora vs Crawlbase Compare Crawlora's documented platform endpoints with Crawlbase's crawling API, smart proxy, and storage. Crawlora vs Decodo (formerly Smartproxy) Compare Crawlora's structured platform APIs with Decodo's (formerly Smartproxy) proxy network and scraping APIs. Crawlora vs Nimble Compare Crawlora's documented platform JSON APIs with Nimble's AI web-data platform, proxy network, and managed pipelines. Crawlora vs Rainforest API Compare Crawlora's multi-platform structured APIs with Rainforest API's deep, Amazon-focused product data. Crawlora vs ScrapeGraphAI Compare Crawlora's documented platform JSON APIs with ScrapeGraphAI's natural-language, LLM-based extraction. Crawlora vs Tavily Compare Crawlora's structured multi-platform APIs and normalized Google/Bing/Brave SERP JSON with Tavily's AI search, extract, and answer endpoints for RAG and agents. Crawlora vs Exa Compare Crawlora's structured multi-platform APIs and normalized Google/Bing/Brave SERP JSON with Exa's neural, embeddings-based AI search, content, and answer endpoints. Crawlora vs Perplexity Sonar Compare Crawlora's structured web data APIs with Perplexity's Sonar API — an answer engine that returns cited LLM answers rather than raw search results. Crawlora vs Scrape.do Compare Crawlora's structured platform APIs with Scrape.do's generic scraping API, proxies, and rendering. Crawlora vs SOAX Compare Crawlora's structured platform APIs with SOAX's residential and mobile proxy network and scraper APIs. Crawlora vs Geonode Compare Crawlora's structured platform APIs, SERP, and datasets with Geonode's budget proxy network and Firecrawl-style scraper API. Crawlora vs Octoparse Compare Crawlora's documented JSON APIs with Octoparse's no-code visual scraper and cloud runs. Crawlora vs Serpstack Compare Crawlora's multi-platform JSON APIs with Serpstack's lightweight real-time Google Search results API. Crawlora vs Serper Compare Crawlora's multi-engine, multi-platform structured APIs with Serper's fast, low-cost Google-only SERP API. Crawlora vs ScrapeOps Compare Crawlora's documented platform endpoints with ScrapeOps' proxy aggregator, scraping API, and monitoring. Crawlora vs Building In-House Compare using Crawlora against building and maintaining your own scraping stack. Crawlora vs Thunderbit Compare Crawlora's developer-first multi-platform API with Thunderbit's AI-powered, no-code Chrome extension for point-and-click web scraping. Crawlora vs Parallel Compare Crawlora's structured multi-platform APIs and normalized SERP JSON with Parallel's Search, Extract, Task, and Monitor APIs built for AI agents. Crawlora vs SearchApi.io Compare Crawlora's multi-platform structured APIs with SearchApi.io's pay-per-success Google SERP API and 40+ bundled structured-data endpoints. Crawlora vs You.com Compare Crawlora's structured multi-platform APIs and normalized SERP JSON with You.com's Search, Contents, Research, and Finance Research APIs for AI grounding. Crawlora vs Gumloop Compare Crawlora's developer-first structured data API with Gumloop's no-code AI agent and workflow canvas that includes web-scraping nodes. Crawlora vs Agent.ai Compare Crawlora's developer-first structured web data API with Agent.ai's no-code marketplace of AI agents for sales research and outreach. Crawlora vs AgentQL Compare Crawlora's documented multi-platform web data API with AgentQL's AI query language and self-healing selectors for browser-based extraction. Crawlora vs Web Scraper Compare Crawlora's documented multi-platform API with Web Scraper's free Chrome extension and paid, sitemap-based Web Scraper Cloud platform. Crawlora vs Lightpanda Compare Crawlora's structured platform JSON APIs with Lightpanda's open-source, from-scratch headless browser built for AI and automation. Crawlora vs Scrapeless Compare Crawlora's structured platform APIs with Scrapeless' scraping browser, Universal Scraping API unblocker, and AI-answer-engine scrapers. Crawlora vs Crawl4AI Compare Crawlora's hosted, structured platform APIs with Crawl4AI's open-source, self-hosted Python crawler for LLM-ready Markdown. Crawlora vs Linkup Compare Crawlora's structured multi-platform APIs and normalized SERP JSON with Linkup's Fetch, Search, and Research APIs for AI grounding. Crawlora vs HasData Compare Crawlora's structured platform APIs with HasData's managed pipeline of API endpoints, no-code scrapers, AI extraction, and datasets. Crawlora vs Spider.cloud Compare Crawlora's structured platform APIs with Spider.cloud's pay-as-you-go scrape/crawl API and cloud browser built for AI agents and RAG. Crawlora vs Olostep Compare Crawlora's structured platform APIs with Olostep's scrape, crawl, map, search, answer, and monitor API for AI agents. Crawlora vs WebScrapingAPI Compare Crawlora's structured platform APIs with WebScrapingAPI's generic Scraper API, SERP/Amazon APIs, proxies, and managed extraction. Crawlora vs WebScraping.AI Compare Crawlora's structured platform APIs with WebScraping.AI's generic scraping API and AI-powered field extraction, Q&A, and summaries. Crawlora vs ParseHub Compare Crawlora's documented JSON APIs with ParseHub's free, no-code desktop and cloud scraper for point-and-click data extraction. Crawlora vs Valyu Compare Crawlora's structured multi-platform APIs and normalized SERP JSON with Valyu's Search, Contents, Answer, and DeepResearch APIs across 55+ licensed finance, academic, and compliance sources. Crawlora vs Sessemi Compare Crawlora's maintained structured-endpoint catalog and datasets with Sessemi's single-endpoint scrape-and-solve API that returns raw HTML for Cloudflare and DataDome-protected pages. Developer experience Developer-friendly from first request to production The examples below use the production docs API base URL configured for this site and the generated catalog path for Google Search: POST /google/search. Documented responses Response samples from Swagger-backed docs These samples mirror the generated API documentation for representative endpoints. Use the linked docs pages for current parameters, response notes, and failure behavior. Google Search response sample Google Trends Explore Google Trends Explore response sample Google Maps Search Google Maps Search response sample Geocoding Search Geocoding Search response sample Amazon Product response sample Airbnb Search response sample TripAdvisor Search TripAdvisor Search response sample Zillow Search response sample App Store Search App Store Search response sample Yahoo Finance Quote Yahoo Finance Quote response sample Spotify Podcasts Search Spotify Podcasts Search response sample Credit-based pricing that scales with usage Start testing with the free tier, then scale into higher credit volumes as your data workflows grow. Crawlora's pricing is designed around API usage, rate limits, daily caps, and endpoint credit costs. Start with a free tier for small experiments and early validation. 2,000 monthly credits Starter or Growth / production workloads Move into paid credit pools, higher daily credits, and higher request-per-minute limits. 100,000 Growth credits/month Business or Enterprise / higher-volume teams Scale into larger credit volumes, no daily cap, and lower included credit cost. 5,000,000 Enterprise credits/month Responsible use Designed for responsible public web data workflows Crawlora is built for structured access to public web data. Customers are responsible for using Crawlora in compliance with applicable laws, third-party rights, and target-site rules. Crawlora provides rate limits, API-key usage controls, and transparent failure behavior to support responsible integrations. Web scraping API FAQ Answers for developers evaluating Crawlora as a structured scraping API for public web data workflows. A web scraping API is a hosted API that helps developers collect web data without maintaining the entire scraping stack themselves. Instead of managing proxies, browsers, retries, parsers, and scaling infrastructure, developers call an API endpoint and receive structured output. Crawlora focuses on platform-specific structured APIs. Instead of only returning raw HTML from arbitrary URLs, Crawlora provides documented endpoints and normalized JSON for platforms such as search engines, maps, social platforms, app stores, audio and podcast platforms, marketplaces, reviews, and finance sources. Yes. Crawlora supports browser-backed execution for workflows that require JavaScript rendering. This helps teams avoid maintaining their own browser cluster for dynamic pages. Crawlora includes managed proxy routing as part of its execution layer. Developers do not need to directly buy, rotate, test, and monitor proxy pools for supported endpoints. Crawlora uses challenge-aware execution and transparent failure handling for supported endpoints. When an upstream page is blocked, challenged, or unusable, Crawlora aims to return clear response context instead of silently returning bad data. Crawlora supports structured public web data across search, maps, travel, hospitality, property, social, video, music, podcasts, marketplaces, app stores, product research, reviews, business intelligence, and finance-related sources. Visit the API documentation for the current endpoint catalog. Browse Docs . Crawlora uses credit-based pricing. Different endpoints may consume different credits based on complexity. Visit pricing for current plans, included credits, rate limits, daily caps, and overage details. View Pricing . Yes. Crawlora offers a free tier for testing. Check pricing for current limits. Check current limits . Yes. Crawlora provides agent-native structured web data that is easier for AI agents, research agents, and automation workflows to consume than raw HTML. Crawlora also exposes hosted MCP tooling for supported workflows. For many supported sources, Crawlora can replace custom scraping infrastructure. For unsupported sources or highly custom workflows, teams may still use their own scraper alongside Crawlora. Start building with structured web data Explore Crawlora's API catalog, test requests in the Playground, and connect production-ready public web data workflows to your application.