{
  "id": "skill-area:web-scraping",
  "_kind": "SkillArea",
  "_file": "domain/skill-areas/skill-areas-tooling.yaml",
  "_cluster": "domain",
  "attributes": {
    "displayName": "Web Scraping",
    "description": "Extracting structured data from web pages with headless browsers\n(Playwright/Selenium/Puppeteer): pagination, login flows, anti-bot\nheuristics, and structured-output extraction.\n",
    "domains": [
      "specialization:web-development"
    ],
    "requiresLanguages": [
      "language:python",
      "language:typescript"
    ],
    "expertiseLevels": [
      "novice",
      "intermediate",
      "expert"
    ]
  },
  "outgoingEdges": [
    {
      "from": "skill-area:web-scraping",
      "to": "specialization:web-development",
      "kind": "applies_to",
      "attributes": {
        "confidence": "primary"
      }
    },
    {
      "from": "skill-area:web-scraping",
      "to": "language:python",
      "kind": "uses_language",
      "attributes": {}
    },
    {
      "from": "skill-area:web-scraping",
      "to": "language:typescript",
      "kind": "uses_language",
      "attributes": {}
    }
  ],
  "incomingEdges": [
    {
      "from": "language:python",
      "to": "skill-area:web-scraping",
      "kind": "used_by_skill_area",
      "attributes": {}
    },
    {
      "from": "language:typescript",
      "to": "skill-area:web-scraping",
      "kind": "used_by_skill_area",
      "attributes": {}
    },
    {
      "from": "library:beautifulsoup",
      "to": "skill-area:web-scraping",
      "kind": "library_used_by",
      "attributes": {}
    },
    {
      "from": "library:puppeteer",
      "to": "skill-area:web-scraping",
      "kind": "used_for"
    },
    {
      "from": "library:cheerio",
      "to": "skill-area:web-scraping",
      "kind": "used_for"
    },
    {
      "from": "library:scrapy",
      "to": "skill-area:web-scraping",
      "kind": "library_used_by",
      "attributes": {}
    },
    {
      "from": "skill-area:browser-automation",
      "to": "skill-area:web-scraping",
      "kind": "prerequisite_for_learning",
      "attributes": {
        "strength": "recommended"
      }
    },
    {
      "from": "skill-area:frontend-development",
      "to": "skill-area:web-scraping",
      "kind": "prerequisite_for_learning",
      "attributes": {
        "strength": "recommended"
      }
    },
    {
      "from": "tool:dev-browser",
      "to": "skill-area:web-scraping",
      "kind": "relates_to_topic",
      "attributes": {}
    },
    {
      "from": "skill:web-scraping",
      "to": "skill-area:web-scraping",
      "kind": "addresses",
      "attributes": {}
    },
    {
      "from": "lib-skill:web-development--web-scraping",
      "to": "skill-area:web-scraping",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    }
  ]
}