代理管理
仅仅购买代理是不够的,团队仍然需要路由逻辑、健康检查、会话行为、地理定位以及回退规则。
Agent 原生 Web Scraping API
Crawlora 是一个 Agent 原生的 Web Scraping API 和数据提取服务,面向需要从复杂来源获取结构化公开网络数据的开发者。发送 API 或托管 MCP 请求即可获得标准化 JSON,代理路由、浏览器渲染、重试、速率限制以及可扩展的爬取基础设施均由 Crawlora 处理。
浏览API 目录,在Playground中测试请求,当工作流投入生产后,再通过基于额度的价格进行扩展。
1,916
公开 API 目录中有文档记录的操作
多个平台 API
搜索、地图、旅行、房产、社交、音频、播客、电商市场、应用商店、评论和金融
1,890 Agent 原生工具
面向 Agent 原生自动化工作流的结构化端点
问题所在
简单的爬虫可以应付小规模测试,但生产环境的网络数据管道则完全不同。团队必须管理代理轮换、浏览器渲染、排队、重试、不断变化的页面结构、被拦截的请求、速率限制、监控以及输出的标准化。
仅仅购买代理是不够的,团队仍然需要路由逻辑、健康检查、会话行为、地理定位以及回退规则。
许多现代页面依赖客户端渲染、动态请求以及仅限浏览器的行为。
HTML 一旦变化就会破坏选择器。标准化的 JSON Schema 能减少下游的清理和返工工作。
生产系统需要清晰的失败状态、重试路径、请求 ID 以及可调试的响应。
大规模爬取需要并发控制、排队机制、用量限制以及成本可见性。
团队需要文档、示例、Playground 测试、API 密钥,以及可预测的响应约定。
API 工作流
开发者使用 API 密钥调用 Crawlora 端点,Crawlora 会将请求路由到正确的执行路径,包括代理路由、浏览器渲染、重试以及针对特定平台的处理。返回的响应包含标准化数据、用量上下文,以及产品可以直接使用的清晰成功/失败信息。
发送请求
Crawlora 执行
接收结构化 JSON
构建你的产品
先验证,再编码
使用浏览器端工具进行一次性检查,当结果结构和目标难度都清楚之后,再将同一端点投入生产。
生产环境功能
对于所支持的公开网络数据来源,Crawlora 减轻了维护代理、浏览器集群、解析器、重试逻辑、速率限制和爬取基础设施所带来的工程负担。
Crawlora 负责处理具备代理感知能力的执行,你的团队无需自行构建和维护代理路由、测试和回退基础设施。
对于需要 JavaScript 渲染的动态页面,使用浏览器执行,而无需维护自己的 Playwright 或 Puppeteer 集群。
对于需要基础 HTTP 抓取以外能力的页面,Crawlora 可以通过托管浏览器容量运行基于浏览器的工作负载。
Crawlora 能检测被拦截、遇到验证挑战或不可用的上游响应,并返回透明的失败上下文,而不是悄悄返回错误数据。
内置的重试和回退机制能减少瞬时故障,让你的集成更简单。
平台专属端点返回结构化的响应,让你的应用能够使用整洁的字段,而不必依赖脆弱的 HTML 解析。
无需自行构建计量层,即可追踪请求量、额度、速率限制和 API 密钥用量。
在文档中即可探索端点、请求体、响应示例、额度成本以及 Playground 测试。
功能深度解析
该基础设施指南介绍了 Crawlora 结构化 Web Scraping API 背后的执行层:代理路由、浏览器渲染、托管浏览器容量、具备挑战感知能力的执行、重试、用量控制和扩展能力。
Crawlora handles managed proxy routing for supported scraping APIs, helping developers avoid proxy pool maintenance, routing logic, health checks, retries, and scaling complexity.
阅读功能介绍Use Crawlora browser-backed rendering for JavaScript-heavy public web data workflows without maintaining your own Playwright or Puppeteer infrastructure.
阅读功能介绍Crawlora provides managed browser capacity for supported scraping APIs, helping teams avoid running their own distributed browser cluster for dynamic public web data.
阅读功能介绍Crawlora helps supported public web data workflows handle common scraping failure modes with managed execution, retries, challenge awareness, and transparent response context.
阅读功能介绍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.
阅读功能介绍Crawlora reduces transient scraping failures with retry and fallback logic for supported endpoints, helping developers build more reliable structured web data workflows.
阅读功能介绍Crawlora provides API-key usage tracking, credit-based pricing, rate limits, and plan controls for structured web scraping API workflows.
阅读功能介绍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.
阅读功能介绍平台覆盖
Crawlora 专注于结构化数据比原始 HTML 更重要的平台专属 API。可以从 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 及播客相关 API、Shop.app 及电商市场 API,以及金融数据端点开始。
SERP 监控、趋势追踪、招聘信息发现、搜索建议、媒体搜索、关键词研究、竞争情报
本地线索获取、地点信息补全、地址搜索、逆地理编码、商家发现
创作者研究、评论、字幕文本、趋势分析、营销活动监控
片名搜索、平台可用性、优惠信息、季数、集数、上映追踪以及目录调研
店铺目录、商品监控、店铺目录调研、价格调研、电商市场情报
住宿搜索、房源发现、目的地房源列表、空房情况、评论以及酒店住宿调研
房源搜索监控、房屋详情信息补全、买卖及租赁市场调研
应用评论分析、ASO 研究、竞品追踪
播客发现、节目及单集调研、排行榜监控、音频目录信息补全
初创公司调研、评论分析、公司信息补全
加密货币市场调研、币种资料信息补全、趋势监控、分类数据表、公链、交易所、NFT、解锁计划、金库数据以及新闻工作流
行情报价、历史价格、市场概览、筛选器、日历、新闻以及金融研究工作流
应用场景
在仪表盘、AI Agent、CRM、研究工作流、SEO 工具和内部分析中,将 Crawlora 用作结构化网络数据的 API。
追踪关键词排名、结果 URL、摘要片段、竞争对手可见度、Google Trends 需求信号,以及跨地区、跨语言的搜索结果变化。
构建本地线索名单,补全商家资料,标准化地址,并监控分类、评分和地点数据。
分析来自应用商店的应用评论、评分、版本历史、竞品以及用户反馈。
追踪 TikTok 视频、创作者、话题标签、音乐、评论、趋势信号,以及公开的 Top Ads 创意数据。
调研流媒体片名、平台、优惠信息、季数、集数以及目录可用性。
为研究和 AI 工作流采集频道、视频、评论、字幕、转录文本、播放列表和 Shorts 数据。
监控 Shopify 店铺目录、商品搜索、电商市场商品列表、店铺目录、价格、规格变体、评论以及竞品数据。
采集住宿信息、房间详情、目的地房源列表、空房情况提示、公开评论以及住宿数据。
监控房源搜索结果、地区自动补全、房源状态以及公开的房屋详情数据。
在 Trustpilot、旅行、应用商店和商品等来源中追踪公开评论、评分、竞品以及客户反馈。
调研 Spotify 音乐目录、播放列表、曲目、艺人、专辑、排行榜以及各国的热度信号。
为研究工作流采集公开的 CoinGecko 市场数据、币种资料、图表分析、分类、公链、交易所、NFT、代币解锁、金库明细以及新闻卡片。
采集行情报价、历史价格、市场概览、筛选器、日历、公司信息模块、新闻,以及公开金融页面的上下文信息。
调研播客节目、单集、排行榜、播放列表、曲目以及公开的音频目录数据。
自建还是购买
Crawlora 专为希望减少维护爬取基础设施的时间、把更多时间投入到构建产品、仪表盘、研究工作流和 AI 数据管道的团队而设计。
| 自建爬取技术栈 | Crawlora |
|---|---|
| 代理采购与测试 | 托管代理路由与执行路径 |
| Playwright/Puppeteer 集群维护 | 基于浏览器的渲染与托管浏览器容量 |
| 为每个平台自定义解析器 | 针对平台的标准化 JSON Schema |
| 重试队列与失败处理 | 内置重试与透明的响应上下文 |
| 用量计量与计费 | API 密钥用量追踪与基于额度的价格 |
| 文档与测试脚手架 | 端点文档与 Playground 测试 |
| 持续的维护负担 | API 优先的集成方式 |
替代方案
将 Crawlora 与通用爬取 API、SERP API、Actor 市场、AI 网络提取工具、浏览器自动化基础设施以及自建方案进行对比评估。
Compare Crawlora's structured platform APIs with a generic scraping API focused on proxy/headless-browser complexity.
Compare Crawlora's developer-first API catalog with a broad enterprise data collection and proxy platform.
Compare Crawlora's direct API endpoints with Apify's actor marketplace and automation platform.
Compare Crawlora's structured platform APIs with Firecrawl's AI-native scrape, crawl, map, extraction, and Prometheus self-healing collectors.
Compare Crawlora's documented platform JSON APIs with Diffbot's ML extraction, web Knowledge Graph, and Natural Language API.
Compare Crawlora's API catalog with Oxylabs' enterprise proxy, scraping, and web unblocker infrastructure.
Compare Crawlora's platform-specific JSON APIs with ScrapingBee's generic scraping API for proxy and browser handling.
Compare Crawlora's structured platform JSON APIs with Scrapfly's generic scraping API, anti-bot bypass, and AI extraction.
Compare Crawlora's developer-first multi-platform API with Outscraper's data-extraction services for Google Maps, reviews, and leads.
Compare Crawlora's developer-first multi-platform API with Scrap.io's turnkey Google/Apple/Bing Maps lead-generation app.
Compare Crawlora's developer-first API and Contact API with Map Lead Scraper's Chrome/Edge extension for Google Maps leads.
Compare Crawlora's Maps and Contact APIs with B2BLeadFinder's agency sales tool for finding businesses with weak digital presence.
Compare Crawlora's documented platform JSON APIs with lobstr.io's no-code scraper suite, Python SDK, and MCP server.
Compare Crawlora's developer-first API with G Maps Extractor's credit-gated, sign-in-only Google Maps scraper.
Compare Crawlora's {platforms}+ platform developer API with LeadStal's 34+ free lead finders plus AI cold-outreach and CRM tooling.
Compare Crawlora's structured platform APIs with Scrapingdog's generic unblocker plus SERP, Maps, and marketplace scraping APIs.
Compare Crawlora's multi-platform API coverage with a mature SERP-focused API provider.
Compare Crawlora's structured data APIs with hosted browser automation infrastructure.
Compare Crawlora's structured data APIs with Steel's open-source cloud browser infrastructure for AI agents.
Compare Crawlora's structured data APIs with Hyperbrowser's credit-based cloud browser infrastructure for AI agents.
Compare Crawlora's structured data APIs with Anchor Browser's secure, auth-focused browser infrastructure for computer-use agents.
Compare Crawlora's structured platform JSON APIs with Browserbase's browser-as-a-service infrastructure for AI agents.
Compare Crawlora's multi-platform developer API with Microlink's universal URL-to-data API for screenshots, PDFs, and markdown.
Compare Crawlora's multi-platform structured API with Jina AI's URL/search-to-LLM-ready-content API for RAG and agents.
Compare Crawlora's multi-platform developer API with public pricing to Kadoa's self-healing AI extraction platform for finance.
Compare Crawlora's developer-first API with Browse AI's no-code AI web scraper and website-change monitoring platform.
Compare Crawlora's structured platform APIs with Zyte's enterprise scraping stack, Zyte API, and Scrapy ecosystem.
Compare Crawlora's multi-platform JSON APIs with DataForSEO's SEO, SERP, keyword, and backlink data APIs.
Compare Crawlora's platform-specific JSON APIs with ZenRows' generic scraping API and anti-bot bypass.
Compare Crawlora's documented platform endpoints with Crawlbase's crawling API, smart proxy, and storage.
Compare Crawlora's structured platform APIs with Decodo's (formerly Smartproxy) proxy network and scraping APIs.
Compare Crawlora's documented platform JSON APIs with Nimble's AI web-data platform, proxy network, and managed pipelines.
Compare Crawlora's multi-platform structured APIs with Rainforest API's deep, Amazon-focused product data.
Compare Crawlora's documented platform JSON APIs with ScrapeGraphAI's natural-language, LLM-based extraction.
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.
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.
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.
Compare Crawlora's structured platform APIs with Scrape.do's generic scraping API, proxies, and rendering.
Compare Crawlora's structured platform APIs with SOAX's residential and mobile proxy network and scraper APIs.
Compare Crawlora's structured platform APIs, SERP, and datasets with Geonode's budget proxy network and Firecrawl-style scraper API.
Compare Crawlora's documented JSON APIs with Octoparse's no-code visual scraper and cloud runs.
Compare Crawlora's multi-platform JSON APIs with Serpstack's lightweight real-time Google Search results API.
Compare Crawlora's multi-engine, multi-platform structured APIs with Serper's fast, low-cost Google-only SERP API.
Compare Crawlora's documented platform endpoints with ScrapeOps' proxy aggregator, scraping API, and monitoring.
Compare using Crawlora against building and maintaining your own scraping stack.
Compare Crawlora's developer-first multi-platform API with Thunderbit's AI-powered, no-code Chrome extension for point-and-click web scraping.
Compare Crawlora's structured multi-platform APIs and normalized SERP JSON with Parallel's Search, Extract, Task, and Monitor APIs built for AI agents.
Compare Crawlora's multi-platform structured APIs with SearchApi.io's pay-per-success Google SERP API and 40+ bundled structured-data endpoints.
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.
Compare Crawlora's developer-first structured data API with Gumloop's no-code AI agent and workflow canvas that includes web-scraping nodes.
Compare Crawlora's developer-first structured web data API with Agent.ai's no-code marketplace of AI agents for sales research and outreach.
Compare Crawlora's documented multi-platform web data API with AgentQL's AI query language and self-healing selectors for browser-based extraction.
Compare Crawlora's documented multi-platform API with Web Scraper's free Chrome extension and paid, sitemap-based Web Scraper Cloud platform.
Compare Crawlora's structured platform JSON APIs with Lightpanda's open-source, from-scratch headless browser built for AI and automation.
Compare Crawlora's structured platform APIs with Scrapeless' scraping browser, Universal Scraping API unblocker, and AI-answer-engine scrapers.
Compare Crawlora's hosted, structured platform APIs with Crawl4AI's open-source, self-hosted Python crawler for LLM-ready Markdown.
Compare Crawlora's structured multi-platform APIs and normalized SERP JSON with Linkup's Fetch, Search, and Research APIs for AI grounding.
Compare Crawlora's structured platform APIs with HasData's managed pipeline of API endpoints, no-code scrapers, AI extraction, and datasets.
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.
Compare Crawlora's structured platform APIs with Olostep's scrape, crawl, map, search, answer, and monitor API for AI agents.
Compare Crawlora's structured platform APIs with WebScrapingAPI's generic Scraper API, SERP/Amazon APIs, proxies, and managed extraction.
Compare Crawlora's structured platform APIs with WebScraping.AI's generic scraping API and AI-powered field extraction, Q&A, and summaries.
Compare Crawlora's documented JSON APIs with ParseHub's free, no-code desktop and cloud scraper for point-and-click data extraction.
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.
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.
开发者体验
以下示例使用了本站点配置的生产环境文档 API 基础 URL,以及为 Google Search 生成的目录路径:POST /google/search。
curl -X POST "https://api.crawlora.net/api/v1/google/search" \
-H "x-api-key: $CRAWLORA_API_KEY" \
-H "Content-Type: application/json" \
-d '{
"keyword": "best CRM software",
"country": "us",
"language": "en"
}'const response = await fetch("https://api.crawlora.net/api/v1/google/search", {
method: "POST",
headers: {
"x-api-key": process.env.CRAWLORA_API_KEY || "",
"Content-Type": "application/json",
},
body: JSON.stringify({
keyword: "best CRM software",
country: "us",
language: "en",
}),
});
const data = await response.json();
console.log(data);import os
import requests
response = requests.post(
"https://api.crawlora.net/api/v1/google/search",
headers={
"x-api-key": os.environ["CRAWLORA_API_KEY"],
"Content-Type": "application/json",
},
json={
"keyword": "best CRM software",
"country": "us",
"language": "en",
},
)
print(response.json())package main
import (
"bytes"
"encoding/json"
"fmt"
"net/http"
"os"
)
func main() {
payload := map[string]string{
"keyword": "best CRM software",
"country": "us",
"language": "en",
}
body, _ := json.Marshal(payload)
req, _ := http.NewRequest(
"POST",
"https://api.crawlora.net/api/v1/google/search",
bytes.NewReader(body),
)
req.Header.Set("x-api-key", os.Getenv("CRAWLORA_API_KEY"))
req.Header.Set("Content-Type", "application/json")
resp, err := http.DefaultClient.Do(req)
if err != nil {
panic(err)
}
defer resp.Body.Close()
fmt.Println(resp.Status)
}有文档记录的响应
这些示例与代表性端点的生成 API 文档保持一致。请通过链接的文档页面查看当前的参数、响应说明和失败行为。
{
"code": 200,
"msg": "OK",
"data": {
"result": [
{
"position": 1,
"title": "ChatGPT",
"website_name": "ChatGPT",
"icon": "",
"link": "https://chatgpt.com/",
"Snippet": "ChatGPT helps you get answers and create."
}
]
}
}{
"code": 200,
"msg": "OK",
"data": {
"keyword": "electric vehicles",
"interest_over_time": [
{
"time": "2026-05-01",
"value": 84
}
],
"related_queries": [],
"related_topics": []
}
}{
"code": 200,
"msg": "OK",
"data": [
{
"url": "https://www.google.com/maps/place/?q=place_id:ChIJs3cv0KuvEmsRHcXYwNJ6GU0",
"name": "Primi Italian",
"place_id": "ChIJs3cv0KuvEmsRHcXYwNJ6GU0",
"category": ["italian_restaurant"],
"address": "168 Clarence St, Sydney NSW 2000, Australia",
"latitude": -33.8701437,
"longitude": 151.2056158
}
]
}{
"code": 200,
"msg": "OK",
"data": [
{
"display_name": "1600 Amphitheatre Parkway, Mountain View, California, USA",
"lat": "37.4220604",
"lon": "-122.0840897",
"type": "commercial",
"importance": 0.7
}
]
}{
"code": 200,
"msg": "OK",
"data": {
"asin": "B0DGJ736JM",
"title": "Apple Watch SE (2nd Gen) [GPS 40mm]",
"link": "https://www.amazon.com/dp/B0DGJ736JM/",
"rating": 4.4,
"review_count": 1055,
"price": 189
}
}{
"code": 200,
"msg": "OK",
"data": {
"location": "New York, NY",
"page": 1,
"results": [
{
"id": "964337233639659839",
"title": "Cozy & Calm Studio",
"url": "https://www.airbnb.com/rooms/964337233639659839",
"price": 717,
"rating": 4.47,
"review_count": 96
}
]
}
}{
"code": 200,
"msg": "OK",
"data": {
"geo_id": 294217,
"type": "hotel",
"results": [
{
"id": "113311",
"title": "Example Hotel",
"rating": 4.5,
"review_count": 1517,
"address": "Example public address"
}
]
}
}{
"code": 200,
"msg": "OK",
"data": {
"location": "Seattle, WA",
"page": 1,
"results": [
{
"zpid": "48749425",
"address": "2114 Bigelow Ave N",
"price": 1200000,
"beds": 3,
"baths": 2.5
}
]
}
}{
"code": 200,
"msg": "OK",
"data": [
{
"id": "6448311069",
"title": "ChatGPT",
"developer": "OpenAI",
"score": 4.9,
"url": "https://apps.apple.com/us/app/chatgpt/id6448311069"
}
]
}{
"code": 200,
"msg": "OK",
"data": {
"symbol": "AAPL",
"regular_market_price": 189.87,
"currency": "USD",
"market_state": "REGULAR",
"short_name": "Apple Inc."
}
}{
"code": 200,
"msg": "OK",
"data": {
"searchTerm": "chatgpt",
"offset": 0,
"limit": 30,
"shows": [
{
"uri": "spotify:show:example",
"type": "Podcast",
"title": "Example Show",
"publisher": "Example Publisher",
"externalUrl": "https://open.spotify.com/show/example"
}
],
"episodes": []
}
}价格
先使用免费套餐进行测试,随着数据工作流的增长再扩展到更高的额度量级。Crawlora 的价格围绕 API 用量、速率限制、每日上限以及各端点的额度成本设计。
先从免费套餐开始,用于小规模实验和早期验证。
2,000 每月额度
升级到付费额度池,获得更高的每日额度和更高的每分钟请求上限。
100,000 Growth 额度/月
扩展到更大的额度量级,没有每日上限,且包含的额度单价更低。
5,000,000 Enterprise 额度/月
常见问题
面向正在评估 Crawlora 作为公开网络数据工作流结构化爬取 API 的开发者的解答。
Web Scraping API 是一种托管 API,能帮助开发者在无需自行维护整套爬取技术栈的情况下采集网络数据。开发者只需调用 API 端点即可获得结构化输出,而不必自行管理代理、浏览器、重试、解析器和扩展基础设施。
Crawlora 专注于针对特定平台的结构化 API。它不只是从任意 URL 返回原始 HTML,而是为搜索引擎、地图、社交平台、应用商店、音频与播客平台、电商市场、评论以及金融来源等平台提供有文档记录的端点和标准化 JSON。
支持。对于需要 JavaScript 渲染的工作流,Crawlora 提供基于浏览器的执行方式,帮助团队避免为动态页面维护自己的浏览器集群。
会。托管代理路由是 Crawlora 执行层的一部分。对于所支持的端点,开发者无需自行购买、轮换、测试和监控代理池。
对于所支持的端点,Crawlora 采用具备挑战感知能力的执行方式和透明的失败处理。当上游页面被拦截、遇到验证挑战或不可用时,Crawlora 会尽力返回清晰的响应上下文,而不是悄悄返回错误数据。
Crawlora 支持来自搜索、地图、旅行、酒店住宿、房产、社交、视频、音乐、播客、电商市场、应用商店、商品调研、评论、商业情报以及金融相关来源的结构化公开网络数据。请访问 API 文档查看当前的端点目录。 浏览文档.
Crawlora 采用基于额度的价格模式。不同端点可能会根据复杂度消耗不同数量的额度。请访问价格页面查看当前的套餐、包含的额度、速率限制、每日上限以及超额详情。 查看价格.
可以。Crawlora 提供免费套餐用于测试,当前的限额请查看价格页面。 查看当前限额.
适合。Crawlora 提供 Agent 原生的结构化网络数据,相比原始 HTML,AI Agent、研究型 Agent 和自动化工作流可以更轻松地使用这些数据。对于所支持的工作流,Crawlora 还提供托管 MCP 工具。
对于许多受支持的来源,Crawlora 可以替代自定义的爬取基础设施。对于不受支持的来源或高度定制化的工作流,团队仍然可以在使用 Crawlora 的同时保留自己的爬虫。
浏览 Crawlora 的 API 目录,在 Playground 中测试请求,并将生产就绪的公开网络数据工作流接入你的应用。