基础设施
代理路由、浏览器执行、重试和用量控制都属于运维工作。
Turn public web sources — search results, YouTube transcripts, Reddit discussions, and more — into normalized JSON your RAG pipeline can chunk, embed, and cite, without writing parsers.
问题所在
Retrieval-augmented generation is only as good as the data you feed it. Scraping raw HTML for a knowledge base means brittle parsers, messy text, and stale content. Teams need clean, structured public web data they can chunk, embed, and refresh on a schedule.
代理路由、浏览器执行、重试和用量控制都属于运维工作。
原始页面必须转化为稳定的数据记录，产品和数据团队才能加以利用。
应用场景落地页应直接对应买家的工作流程和内部数据模型。
结构化公开网络数据工作流程仍需要清晰的法律、隐私和平台边界。
可采集的数据
Example fields may include normalized text, titles, URLs, transcripts, and source metadata suitable for chunking and embedding.
相关 Crawlora API
从平台页面或端点文档入手，在正式集成前先在 Playground 中测试同一路由。
Collect search results and snippets as retrieval sources.
打开Pull video metadata and transcripts for grounding.
打开Fetch a video's transcript by id for chunking and embedding.
打开Search public posts and comment threads for community knowledge.
打开The broader pattern for feeding agents structured public web data.
打开示例工作流程
Crawlora 将抓取执行层封装在有文档说明的 API 之后，让你的产品专注于存储、分析、告警和用户工作流程。
01
Choose the search queries, videos, subreddits, or topics that should ground your model.
02
Call the relevant endpoints from a scheduler to gather clean text and metadata, not raw HTML.
03
Split content into chunks and keep source URL, title, and timestamp for citations.
04
Embed chunks into your vector store with the source metadata attached.
05
Serve grounded answers with citations and re-run collection to keep the index fresh.
API 示例
Illustrative example using the documented YouTube transcript route. Check Docs for the current parameters and response fields.
GET https://api.crawlora.net/api/v1/youtube/transcript/dQw4w9WgXcQ
x-api-key: YOUR_API_KEY{
"code": 200,
"msg": "OK",
"data": [
{ "start": 0.0, "duration": 4.2, "text": "Welcome to the talk on retrieval pipelines" }
]
}你可以构建什么
以下是适用于 SaaS 产品、数据团队、AI 智能体、代理机构、增长团队和内部情报工具的实用工作流程模式。
Build a retrieval index from search results and snippets for a topic.
Ground answers in YouTube transcripts for course, talk, or product content.
Index Reddit discussions to answer questions with real community context.
Re-collect sources on a schedule so the index does not go stale.
Give agents structured web data via documented endpoints or hosted MCP tools.
Keep source URLs and titles so generated answers can cite their sources.
自建还是购买
自定义爬虫适合做原型验证。生产环境的网络数据工作流程则需要基础设施、监控、稳定的输出以及清晰的失败处理机制。
| 自建方案 | Crawlora 方案 |
|---|---|
| Scrape and parse raw HTML for each source | Receive normalized JSON text and metadata ready to chunk |
| Maintain parsers as pages and layouts change | Use documented endpoints with stable response shapes |
| Run proxies, browsers, and retries for collection | Managed execution behind the API |
| Build usage metering and refresh scheduling from scratch | Use API-key usage tracking and credit-based pricing |
基础设施
Crawlora 将针对特定平台的 API 与托管代理路由、基于浏览器的渲染、自动重试、速率限制、用量跟踪和弹性扩展控制结合在一起。
负责任使用
Use public web data responsibly in RAG pipelines and comply with applicable laws, source terms, third-party rights, and copyright. Keep source attribution, avoid personal data, and do not republish content beyond fair use. 阅读 Crawlora 条款.
相关应用场景
交叉链接那些通常共享相同数据基础设施和产品买家的实用工作流程。
常见问题
面向正在评估 Crawlora 是否适合该工作流程的开发者和产品团队的解答。
It is structured public web data — search results, transcripts, discussions — collected as normalized JSON so a retrieval-augmented generation pipeline can chunk, embed, and cite it.
Search results for breadth, YouTube transcripts for spoken content, and Reddit discussions for community knowledge, among other supported platforms.
Raw HTML is brittle and messy. Normalized JSON gives you clean text and metadata, so chunks embed better and citations are reliable.
Yes. Agents can call documented endpoints or Crawlora's hosted MCP tools to fetch grounding data at runtime.
Re-run collection on a schedule and re-embed changed content; cadence is up to your plan and responsible-use constraints.
Crawlora uses credit-based pricing per documented endpoint call. Estimate cost from the pricing page and endpoint docs.
浏览 Crawlora 的 API，在 Playground 中测试请求，从抓取基础设施工作转向生产环境的数据工作流程。