Skills Data Science Website Scraping and Crawling Pipeline

Website Scraping and Crawling Pipeline

v20260423
firecrawl-core-workflow-a
This workflow provides the primary mechanism for converting complex, live websites into clean, LLM-ready markdown content. It supports single-page scraping using `scrapeUrl`, deep multi-page site crawling with `crawlUrl`, and scalable async crawling for large datasets. Ideal for building robust content ingestion pipelines and reliably extracting structured information from the web.
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Overview

Firecrawl Core Workflow A — Scrape & Crawl

Overview

Primary workflow for Firecrawl: convert websites into clean LLM-ready markdown. Covers single-page scraping with scrapeUrl, multi-page crawling with crawlUrl, async crawl jobs with polling, and content processing pipelines.

Prerequisites

  • @mendable/firecrawl-js installed
  • FIRECRAWL_API_KEY environment variable set
  • Target URL(s) identified

Instructions

Step 1: Single-Page Scrape

import FirecrawlApp from "@mendable/firecrawl-js";

const firecrawl = new FirecrawlApp({
  apiKey: process.env.FIRECRAWL_API_KEY!,
});

// Scrape a single page to clean markdown
const result = await firecrawl.scrapeUrl("https://docs.example.com/api", {
  formats: ["markdown"],
  onlyMainContent: true,  // strips nav, footer, sidebars
  waitFor: 2000,           // wait 2s for JS to render
});

if (result.success) {
  console.log("Title:", result.metadata?.title);
  console.log("Source:", result.metadata?.sourceURL);
  console.log("Markdown:", result.markdown?.substring(0, 200));
}

Step 2: Multi-Page Synchronous Crawl

// Crawl a site — Firecrawl follows links, renders JS, returns all pages
const crawlResult = await firecrawl.crawlUrl("https://docs.example.com", {
  limit: 50,                   // max pages to crawl
  maxDepth: 3,                 // link depth from start URL
  includePaths: ["/docs/*", "/api/*"],   // only these paths
  excludePaths: ["/blog/*", "/changelog/*"],
  allowBackwardLinks: false,   // only crawl child paths
  scrapeOptions: {
    formats: ["markdown"],
    onlyMainContent: true,
  },
});

console.log(`Crawled ${crawlResult.data?.length} pages`);
for (const page of crawlResult.data || []) {
  console.log(`  ${page.metadata?.sourceURL}: ${page.markdown?.length} chars`);
}

Step 3: Async Crawl for Large Sites

// Start an async crawl job — returns immediately with job ID
const job = await firecrawl.asyncCrawlUrl("https://docs.example.com", {
  limit: 500,
  scrapeOptions: { formats: ["markdown"] },
});

console.log(`Crawl started: ${job.id}`);

// Poll for completion with backoff
let pollInterval = 2000;
let status = await firecrawl.checkCrawlStatus(job.id);

while (status.status === "scraping") {
  console.log(`Progress: ${status.completed}/${status.total} pages`);
  await new Promise(r => setTimeout(r, pollInterval));
  pollInterval = Math.min(pollInterval * 1.5, 30000);
  status = await firecrawl.checkCrawlStatus(job.id);
}

if (status.status === "completed") {
  console.log(`Done: ${status.data?.length} pages scraped`);
} else {
  console.error("Crawl failed:", status.error);
}

Step 4: Process and Store Results

import { writeFileSync, mkdirSync } from "fs";

function processResults(pages: any[], outputDir: string) {
  mkdirSync(outputDir, { recursive: true });

  const manifest = pages.map((page, i) => {
    const url = page.metadata?.sourceURL || `page-${i}`;
    const slug = new URL(url).pathname
      .replace(/\//g, "_")
      .replace(/^_|_$/g, "") || "index";
    const filename = `${slug}.md`;

    // Clean markdown: collapse whitespace, remove JS links
    const content = (page.markdown || "")
      .replace(/\n{3,}/g, "\n\n")
      .replace(/\[.*?\]\(javascript:.*?\)/g, "")
      .trim();

    writeFileSync(`${outputDir}/${filename}`, content);

    return { url, filename, chars: content.length };
  });

  writeFileSync(`${outputDir}/manifest.json`, JSON.stringify(manifest, null, 2));
  return manifest;
}

Output

  • Clean markdown files per crawled page
  • manifest.json with URL-to-file mapping
  • Crawl summary with page count and failures

Error Handling

ErrorCauseSolution
Empty markdownJS content not renderedIncrease waitFor to 5000ms
429 Too Many RequestsRate limit hitBack off, reduce concurrency
Crawl returns few pagesURL filters too strictWiden includePaths patterns
402 Payment RequiredCredits exhaustedCheck balance, reduce limit
Partial crawl resultsSite blocks bot on some pagesUse scrapeUrl for failed URLs individually

Examples

Scrape with Multiple Formats

const result = await firecrawl.scrapeUrl("https://example.com", {
  formats: ["markdown", "html", "links"],
  onlyMainContent: true,
});

console.log("Markdown:", result.markdown?.length);
console.log("HTML:", result.html?.length);
console.log("Links:", result.links?.length);

Crawl with Webhook (No Polling)

const job = await firecrawl.asyncCrawlUrl("https://docs.example.com", {
  limit: 100,
  scrapeOptions: { formats: ["markdown"] },
  webhook: {
    url: "https://api.yourapp.com/webhooks/firecrawl",
    events: ["completed", "page"],
  },
});
console.log(`Crawl ${job.id} started — webhook will fire on completion`);

Resources

Next Steps

For structured data extraction, see firecrawl-core-workflow-b.

Info
Category Data Science
Name firecrawl-core-workflow-a
Version v20260423
Size 5.69KB
Updated At 2026-04-26
Language