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\u06a9\u0631\u0646\u06d2\u060c \u0627\u0648\u0631 \u062f\u0644\u0686\u0633\u067e\u06cc \u06a9\u06d2 \u062d\u0635\u0648\u06ba \u06a9\u0648 \u0646\u06a9\u0627\u0644\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u0633\u06a9\u0631\u067e\u0679 \u0644\u06a9\u06be\u0646\u0627 \u0634\u0631\u0648\u0639 \u06a9\u06cc\u0627\u06d4<\/p>\n<p>\u0627\u0633 \u06a9\u06d2 \u0645\u0631\u06a9\u0632 \u0645\u06cc\u06ba\u060c \u0627\u0633 \u0645\u0627\u0688\u0644 \u0645\u06cc\u06ba \u0648\u0627\u0642\u0639\u06cc \u06a9\u0686\u06be \u0628\u06be\u06cc \u0646\u06c1\u06cc\u06ba \u0628\u062f\u0644\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u06cc\u06c1 \u0627\u0628 \u0628\u06be\u06cc \u0635\u0641\u062d\u06c1 \u062d\u0627\u0635\u0644 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u060c \u0627\u0633 \u06a9\u06cc \u0633\u0627\u062e\u062a \u06a9\u0627 \u0645\u0639\u0627\u0626\u0646\u06c1 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u060c \u0627\u0648\u0631 \u0635\u0641\u062d\u06c1 \u0633\u06d2 \u0688\u06cc\u0679\u0627 \u0646\u06a9\u0627\u0644\u062a\u0627 \u06c1\u06d2\u06d4 \u0641\u0631\u0642 \u0622\u062c \u062a\u0635\u0648\u0631 \u06a9\u0627 \u0646\u06c1\u06cc\u06ba \u06c1\u06d2 \u0628\u0644\u06a9\u06c1 \u06cc\u06c1 \u06c1\u06d2 \u06a9\u06c1 \u0627\u0648\u0632\u0627\u0631 \u0627\u0648\u0631 \u067e\u06cc\u0645\u0627\u0646\u06d2 \u06a9\u062a\u0646\u06d2 \u0646\u0641\u06cc\u0633 \u06c1\u0648 \u06af\u0626\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<h3 id=\"heading-the-tools-behind-traditional-scraping\">\u0631\u0648\u0627\u06cc\u062a\u06cc \u0633\u06a9\u0631\u06cc\u067e\u0646\u06af \u06a9\u06d2 \u067e\u06cc\u0686\u06be\u06d2 \u0627\u0648\u0632\u0627\u0631<\/h3>\n<p>\u0648\u0642\u062a \u06af\u0632\u0631\u0646\u06d2 \u06a9\u06d2 \u0633\u0627\u062a\u06be\u060c \u0627\u0633 \u0646\u0642\u0637\u06c1 \u0646\u0638\u0631 \u06a9\u06d2 \u0627\u0631\u062f \u06af\u0631\u062f \u0679\u0648\u0644\u0632 \u06a9\u0627 \u0627\u06cc\u06a9 \u0645\u0636\u0628\u0648\u0637 \u0645\u0627\u062d\u0648\u0644\u06cc\u0627\u062a\u06cc \u0646\u0638\u0627\u0645 \u062a\u06cc\u0627\u0631 \u06c1\u0648\u0627 \u06c1\u06d2\u06d4<\/p>\n<ul>\n<li>\n<p><strong>\u062f\u0631\u062e\u0648\u0627\u0633\u062a<\/strong> \u06cc\u06c1 HTTP \u06a9\u0627\u0644\u0648\u06ba \u06a9\u06d2 \u0644\u06cc\u06d2 \u0688\u06cc \u0641\u06cc\u06a9\u0679\u0648 \u0627\u0632\u06af\u0631 \u06a9\u06cc \u0644\u0627\u0626\u0628\u0631\u06cc\u0631\u06cc \u06c1\u06d2\u06d4 \u0632\u06cc\u0627\u062f\u06c1 \u062a\u0631 \u0631\u0648\u0627\u06cc\u062a\u06cc \u0633\u06a9\u0631\u06cc\u067e\u0631 <code>requests<\/code> \u0635\u0641\u062d\u06c1 \u062d\u0627\u0635\u0644 \u06a9\u0631\u06cc\u06ba \u0627\u0648\u0631 \u067e\u06be\u0631 \u062a\u062c\u0632\u06cc\u06c1 \u06a9\u06d2 \u0644\u06cc\u06d2 BeautifulSoup \u06a9\u0648 \u062c\u0648\u0627\u0628 \u062f\u06cc\u06ba\u06d4 \u062c\u0627\u0645\u062f \u0633\u0627\u0626\u0679\u0633 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0633\u0627\u062f\u06c1 \u0627\u0648\u0631 \u0642\u0627\u0628\u0644 \u0627\u0639\u062a\u0645\u0627\u062f\u06d4<\/p>\n<\/li>\n<li>\n<p><strong>\u062e\u0648\u0628\u0635\u0648\u0631\u062a \u0633\u0648\u067e<\/strong> HTML \u0627\u0648\u0631 XML \u06a9\u0648 \u067e\u0627\u0631\u0633 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u06cc\u06a9 \u0627\u0632\u06af\u0631 \u06a9\u06cc \u0644\u0627\u0626\u0628\u0631\u06cc\u0631\u06cc\u06d4 \u06cc\u06c1 \u062e\u0627\u0645 \u0627\u06cc\u0686 \u0679\u06cc \u0627\u06cc\u0645 \u0627\u06cc\u0644 \u0644\u06cc\u062a\u0627 \u06c1\u06d2 \u0627\u0648\u0631 \u0627\u0633 \u0633\u06d2 \u0646\u06cc\u0648\u06cc\u06af\u06cc\u0628\u0644 \u0622\u0628\u062c\u06cc\u06a9\u0679 \u0679\u0631\u06cc \u0628\u0646\u0627\u062a\u0627 \u06c1\u06d2\u06d4 \u06cc\u06c1 \u0633\u06cc\u06a9\u06be\u0646\u06d2 \u0645\u06cc\u06ba \u062a\u06cc\u0632\u060c \u067e\u0691\u06be\u0646\u06d2 \u0645\u06cc\u06ba \u0622\u0633\u0627\u0646 \u0627\u0648\u0631 \u062c\u0627\u0645\u062f \u0635\u0641\u062d\u0627\u062a \u06a9\u06d2 \u0644\u06cc\u06d2 \u0628\u06c1\u062a \u0627\u0686\u06be\u0627 \u06c1\u06d2\u06d4 \u0628\u0646\u06cc\u0627\u062f\u06cc \u062d\u062f \u06cc\u06c1 \u06c1\u06d2 \u06a9\u06c1 \u06a9\u0648\u0626\u06cc \u0628\u0631\u0627\u0624\u0632\u0631 \u0627\u0646\u062c\u0646 \u0646\u06c1\u06cc\u06ba \u06c1\u06d2 \u0644\u06c1\u0630\u0627 \u062c\u0627\u0648\u0627 \u0627\u0633\u06a9\u0631\u067e\u0679 \u0646\u06c1\u06cc\u06ba \u0686\u0644 \u0633\u06a9\u062a\u0627\u06d4 \u0627\u06af\u0631 \u0622\u067e \u06a9\u06cc \u0633\u0627\u0626\u0679 \u0635\u0641\u062d\u06c1 \u0644\u0648\u0688 \u06c1\u0648\u0646\u06d2 \u06a9\u06d2 \u0628\u0639\u062f \u0645\u062a\u062d\u0631\u06a9 \u0637\u0648\u0631 \u067e\u0631 \u0645\u0648\u0627\u062f \u067e\u06cc\u0634 \u06a9\u0631\u062a\u06cc \u06c1\u06d2\u060c \u062a\u0648 BeautifulSoup \u06a9\u0648 \u0627\u06cc\u06a9 \u062e\u0627\u0644\u06cc \u06a9\u0646\u0679\u06cc\u0646\u0631 \u0646\u0638\u0631 \u0622\u0626\u06d2 \u06af\u0627\u06d4<\/p>\n<\/li>\n<li>\n<p><strong>\u0633\u06cc\u0644\u06cc\u0646\u06cc\u0645<\/strong> \u0627\u0648\u0631 <strong>\u0688\u0631\u0627\u0645\u06c1 \u0646\u06af\u0627\u0631<\/strong> \u06cc\u06c1 \u0627\u06cc\u06a9 \u0628\u0631\u0627\u0624\u0632\u0631 \u0622\u0679\u0648\u0645\u06cc\u0634\u0646 \u0679\u0648\u0644 \u06c1\u06d2 \u062c\u0648 \u0627\u0635\u0644 \u0628\u0631\u0627\u0624\u0632\u0631 \u06a9\u0648 \u06a9\u0646\u0679\u0631\u0648\u0644 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 \u0622\u067e \u0628\u0679\u0646\u0648\u06ba \u067e\u0631 \u06a9\u0644\u06a9 \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u0627\u0633\u06a9\u0631\u0648\u0644 \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u0627\u0648\u0631 \u0688\u06cc\u0679\u0627 \u0646\u06a9\u0627\u0644\u0646\u06d2 \u0633\u06d2 \u067e\u06c1\u0644\u06d2 JavaScript \u06a9\u06d2 \u0644\u0648\u0688\u0646\u06af \u0645\u06a9\u0645\u0644 \u06c1\u0648\u0646\u06d2 \u06a9\u0627 \u0627\u0646\u062a\u0638\u0627\u0631 \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0645\u0646\u0641\u06cc \u067e\u06c1\u0644\u0648 \u06cc\u06c1 \u06c1\u06d2 \u06a9\u06c1 \u06cc\u06c1 \u0633\u0627\u062f\u06c1 HTTP \u062f\u0631\u062e\u0648\u0627\u0633\u062a\u0648\u06ba \u06a9\u06d2 \u0645\u0642\u0627\u0628\u0644\u06d2 \u0645\u06cc\u06ba \u0633\u0633\u062a \u0627\u0648\u0631 \u0648\u0633\u0627\u0626\u0644 \u06a9\u06d2 \u0644\u062d\u0627\u0638 \u0633\u06d2 \u0632\u06cc\u0627\u062f\u06c1 \u06c1\u06d2\u060c \u0644\u06cc\u06a9\u0646 \u06cc\u06c1 \u0645\u062a\u062d\u0631\u06a9 \u0633\u0627\u0626\u0679\u0633 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0636\u0631\u0648\u0631\u06cc \u06c1\u06d2\u06d4<\/p>\n<\/li>\n<\/ul>\n<h2 id=\"heading-traditional-scraping-in-practice\">\u0627\u0635\u0644\u06cc\u060c \u0631\u0648\u0627\u06cc\u062a\u06cc \u0633\u06a9\u0631\u06cc\u067e\u0646\u06af<\/h2>\n<p>\u0622\u0626\u06cc\u06d2 Books to Scrape \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u0648\u0626\u06d2 \u0627\u06cc\u06a9 \u0648\u0631\u06a9\u0646\u06af \u0633\u06a9\u0631\u06cc\u067e\u0631 \u0628\u0646\u0627\u0626\u06cc\u06ba\u060c \u0627\u06cc\u06a9 \u0633\u06cc\u0646\u0688 \u0628\u0627\u06a9\u0633 \u0633\u0627\u0626\u0679 \u062c\u0648 \u062e\u0627\u0635 \u0637\u0648\u0631 \u067e\u0631 \u0648\u06cc\u0628 \u0633\u06a9\u0631\u06cc\u067e\u0646\u06af \u067e\u0631\u06cc\u06a9\u0679\u0633 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0628\u0646\u0627\u0626\u06cc \u06af\u0626\u06cc \u06c1\u06d2\u06d4 \u0645\u0642\u0635\u062f \u06cc\u06c1 \u06c1\u06d2 \u06a9\u06c1 \u067e\u06c1\u0644\u06d2 \u0635\u0641\u062d\u06c1 \u067e\u0631 \u062f\u0631\u062c \u062a\u0645\u0627\u0645 \u06a9\u062a\u0627\u0628\u0648\u06ba \u06a9\u0627 \u0639\u0646\u0648\u0627\u0646\u060c \u0642\u06cc\u0645\u062a \u0627\u0648\u0631 \u062f\u0631\u062c\u06c1 \u0628\u0646\u062f\u06cc \u0646\u06a9\u0627\u0644\u06cc \u062c\u0627\u0626\u06d2\u06d4<\/p>\n<h3 id=\"heading-step-1-install-dependencies\">\u0645\u0631\u062d\u0644\u06c1 1: \u0627\u0646\u062d\u0635\u0627\u0631 \u0627\u0646\u0633\u0679\u0627\u0644 \u06a9\u0631\u06cc\u06ba\u06d4<\/h3>\n<pre><code class=\"language-plaintext\">pip install requests beautifulsoup4\n<\/code><\/pre>\n<h3 id=\"heading-step-2-inspect-the-page\">\u0645\u0631\u062d\u0644\u06c1 2: \u0635\u0641\u062d\u06c1 \u06a9\u0627 \u0645\u0639\u0627\u0626\u0646\u06c1 \u06a9\u0631\u06cc\u06ba\u06d4<\/h3>\n<p>\u06a9\u0648\u0688 \u06a9\u06cc \u0627\u06cc\u06a9 \u0644\u0627\u0626\u0646 \u0644\u06a9\u06be\u0646\u06d2 \u0633\u06d2 \u067e\u06c1\u0644\u06d2\u060c \u0628\u0631\u0627\u0624\u0632\u0631 \u0645\u06cc\u06ba \u06c1\u062f\u0641 \u06a9\u0627 \u0635\u0641\u062d\u06c1 \u06a9\u06be\u0648\u0644\u06cc\u06ba \u0627\u0648\u0631 \u0627\u0633 \u06a9\u06d2 HTML \u06a9\u0627 \u0645\u0639\u0627\u0626\u0646\u06c1 \u06a9\u0631\u06cc\u06ba\u06d4 \u06a9\u062a\u0627\u0628 \u06a9\u06d2 \u0639\u0646\u0648\u0627\u0646 \u067e\u0631 \u062f\u0627\u0626\u06cc\u06ba \u06a9\u0644\u06a9 \u06a9\u0631\u06cc\u06ba \u0627\u0648\u0631 \u0627\u0633 \u06a9\u06cc \u0633\u0627\u062e\u062a \u06a9\u0648 \u0686\u06cc\u06a9 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 &quot;\u0645\u0639\u0627\u0626\u0646\u06c1 \u06a9\u0631\u06cc\u06ba&#8221; \u06a9\u0648 \u0645\u0646\u062a\u062e\u0628 \u06a9\u0631\u06cc\u06ba\u06d4<\/p>\n<p>\u06c1\u0631 \u06a9\u062a\u0627\u0628 <code><\/p>\n<article class=\"product_pod\"\/><\/code> \u0639\u0646\u0627\u0635\u0631 \u0627\u0648\u0631 \u0627\u0646 \u06a9\u0627 \u0627\u0646\u062f\u0631\u0648\u0646\u06cc \u062d\u0635\u06c1:<\/p>\n<ul>\n<li>\n<p>\u0639\u0646\u0648\u0627\u0646 \u0645\u06cc\u06ba \u06c1\u06d2\u06d4 <code><\/p>\n<h3\/><\/code> \u0679\u06cc\u06af\u060c \u0627\u0646\u062f\u0631 <code><a\/><\/code> \u0639\u0646\u0635\u0631( <code>title<\/code> \u0627\u0635\u0644)<\/p>\n<\/li>\n<li>\n<p>\u0642\u06cc\u0645\u062a \u06c1\u06d2\u06d4 <code\/> element<\/p>\n<\/li>\n<li>\n<p>The star rating is encoded in the CSS class of a <code\/> element \u2014 for example, <code\/> means three stars<\/p>\n<\/li>\n<\/ul>\n<p>This is the core detective work of traditional scraping: you study the HTML, find the patterns, and write selectors to match them.<\/p>\n<h3 id=\"heading-step-3-write-the-scraper\">Step 3: Write the Scraper<\/h3>\n<pre><code class=\"language-python\">import requests\nfrom bs4 import BeautifulSoup\n\n# 1. Fetch the page\nurl = \"https:\/\/books.toscrape.com\/\"\nresponse = requests.get(url)\n\n# Always check the request succeeded before going further\nif response.status_code != 200:\n    print(f\"Failed to fetch page: {response.status_code}\")\n    exit()\n\n# 2. Parse the HTML\nsoup = BeautifulSoup(response.content, \"html.parser\")\n\n# 3. Find all book containers on the page\nbooks = soup.select(\"article.product_pod\")\n\n# 4. Extract data from each book\nresults = []\n\nfor book in books:\n    # Title is stored as an attribute, not visible text\n    title = book.select_one(\"h3 a\")[\"title\"]\n\n    # Price is the text inside the price element\n    price = book.select_one(\"p.price_color\").get_text(strip=True)\n\n    # Rating is encoded as a word in the CSS class: \"star-rating Three\"\n    # We grab the second class name and map it to a number\n    rating_word = book.select_one(\"p.star-rating\")[\"class\"][1]\n    rating_map = {\"One\": 1, \"Two\": 2, \"Three\": 3, \"Four\": 4, \"Five\": 5}\n    rating = rating_map.get(rating_word, 0)\n\n    results.append({\n        \"title\": title,\n        \"price\": price,\n        \"rating\": rating\n    })\n\n# 5. Display results\nfor book in results:\n    print(f\"{book['title']} | {book['price']} | {book['rating']} stars\")\n<\/code><\/pre>\n<h3 id=\"heading-step-4-run-it\">\u0645\u0631\u062d\u0644\u06c1 4: \u0686\u0644\u0627\u0626\u06cc\u06ba<\/h3>\n<pre><code class=\"language-bash\">python scraper.py\n<\/code><\/pre>\n<p>\u0622\u0624\u0679 \u067e\u0679 \u06c1\u06d2:<\/p>\n<pre><code class=\"language-bash\">A Light in the Attic | \u00a351.77 | 3 stars\nTipping the Velvet | \u00a353.74 | 1 stars\nSoumission | \u00a350.10 | 1 stars\nSharp Objects | \u00a347.82 | 4 stars\nSapiens: A Brief History of Humankind | \u00a354.23 | 5 stars\n...\n<\/code><\/pre>\n<p>\u062a\u0645\u0627\u0645 20 \u06a9\u062a\u0627\u0628\u06cc\u06ba \u0645\u0646\u0638\u0645 \u0627\u0648\u0631 \u0635\u0627\u0641 \u0633\u062a\u06be\u0631\u06cc \u06c1\u06cc\u06ba\u06d4<\/p>\n<h3 id=\"heading-step-5-extend-it-to-multiple-pages\">\u0645\u0631\u062d\u0644\u06c1 5: \u0645\u062a\u0639\u062f\u062f \u0635\u0641\u062d\u0627\u062a \u062a\u06a9 \u067e\u06be\u06cc\u0644\u0627\u0626\u06cc\u06ba\u06d4<\/h3>\n<p>\u0633\u0627\u0626\u0679 \u06a9\u06d2 50 \u0635\u0641\u062d\u0627\u062a \u06c1\u06cc\u06ba\u06d4 \u062a\u0645\u0627\u0645 \u0627\u0634\u06cc\u0627\u0621 \u06a9\u0648 \u06a9\u0631\u0627\u0644 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0622\u067e \u06a9\u0648 \u0633\u06a9\u0631\u06cc\u067e\u0631 \u06a9\u0648 \u067e\u06be\u06cc\u0644\u0627\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 &quot;\u0627\u06af\u0644\u0627&#8221; \u0628\u0679\u0646 \u067e\u0631 \u0639\u0645\u0644 \u06a9\u0631\u0646\u06d2 \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u06c1\u06d2\u06d4<\/p>\n<pre><code class=\"language-python\">import requests\nfrom bs4 import BeautifulSoup\n\nBASE_URL = \"https:\/\/books.toscrape.com\/catalogue\/\"\nstart_url = \"https:\/\/books.toscrape.com\/catalogue\/page-1.html\"\n\nall_books = []\nurl = start_url\n\nwhile url:\n    response = requests.get(url)\n    soup = BeautifulSoup(response.content, \"html.parser\")\n\n    for book in soup.select(\"article.product_pod\"):\n        title = book.select_one(\"h3 a\")[\"title\"]\n        price = book.select_one(\"p.price_color\").get_text(strip=True)\n        rating_word = book.select_one(\"p.star-rating\")[\"class\"][1]\n        rating_map = {\"One\": 1, \"Two\": 2, \"Three\": 3, \"Four\": 4, \"Five\": 5}\n        rating = rating_map.get(rating_word, 0)\n        all_books.append({\"title\": title, \"price\": price, \"rating\": rating})\n\n    # Check for a \"next\" button and follow it\n    next_btn = soup.select_one(\"li.next a\")\n    url = BASE_URL + next_btn[\"href\"] if next_btn else None\n\nprint(f\"Scraped {len(all_books)} books total.\")\n<\/code><\/pre>\n<p>\u0627\u0633\u06d2 \u0686\u0644\u0627\u0646\u06d2 \u0633\u06d2 \u062a\u0645\u0627\u0645 1000 \u06a9\u062a\u0627\u0628\u06cc\u06ba\u060c \u062a\u0645\u0627\u0645 50 \u0635\u0641\u062d\u0627\u062a \u067e\u0631 \u0631\u06cc\u0646\u06af \u062c\u0627\u0626\u06cc\u06ba \u06af\u06cc\u06d4<\/p>\n<h3 id=\"heading-what-makes-this-approach-fragile\">\u06cc\u06c1 \u0646\u0642\u0637\u06c1 \u0646\u0638\u0631 \u06a9\u0645\u0632\u0648\u0631 \u06a9\u06cc\u0648\u06ba \u06c1\u06d2\u061f<\/h3>\n<p>\u06cc\u06c1 \u06a9\u06be\u0631\u0686\u0646\u06cc \u0622\u062c \u0627\u0686\u06be\u06cc \u0637\u0631\u062d \u06a9\u0627\u0645 \u06a9\u0631\u062a\u06cc \u06c1\u06d2\u06d4 <code>books.toscrape.com<\/code> \u06cc\u06c1 \u0627\u06cc\u06a9 \u062c\u0627\u0645\u062f \u0627\u0648\u0631 \u0645\u0633\u062a\u062d\u06a9\u0645 \u0633\u06cc\u0646\u0688 \u0628\u0627\u06a9\u0633 \u06c1\u06d2\u06d4 \u067e\u06cc\u062f\u0627\u0648\u0627\u0631\u06cc \u0645\u0627\u062d\u0648\u0644 \u0645\u06cc\u06ba\u060c \u0627\u0633\u06cc \u0646\u0642\u0637\u06c1 \u0646\u0638\u0631 \u06a9\u06cc \u0645\u0639\u0631\u0648\u0641 \u06a9\u0645\u0632\u0648\u0631\u06cc\u0627\u06ba \u06c1\u06cc\u06ba\u06d4 \u0627\u0633 \u06a9\u0627 \u0645\u0637\u0644\u0628 \u06cc\u06c1 \u06c1\u06d2 \u06a9\u06c1 \u06cc\u06c1 \u0645\u06a9\u0645\u0644 \u0637\u0648\u0631 \u067e\u0631 HTML \u0688\u06be\u0627\u0646\u0686\u06d2 \u067e\u0631 \u0645\u0646\u062d\u0635\u0631 \u06c1\u06d2\u06d4<\/p>\n<p>\u062c\u0628 \u0633\u0627\u0626\u0679 \u0688\u0648\u06cc\u0644\u067e\u0631 \u0646\u0627\u0645 \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 <code>product_pod<\/code> \u06a9\u0648 <code>book-card<\/code>\u06cc\u0627 \u0642\u06cc\u0645\u062a <code><\/p>\n<div> instead of a <code\/>, every selector breaks. You get no data, or worse, incorrect data with no error, and you only discover the breakage when someone notices the output looks wrong.<\/p>\n<p>This is one of the problems AI scraping is designed to address.<\/p>\n<h2 id=\"heading-what-is-ai-web-scraping\">What is AI Web Scraping?<\/h2>\n<p>Traditional scraping works by following the structure of a page. It looks for specific elements, class names, or patterns in the HTML and extracts data based on those rules.<\/p>\n<p>AI-powered scraping approaches the same problem differently. Instead of relying only on structure, it focuses on understanding the content itself. It looks at a page and identifies what something represents, not just where it's located.<\/p>\n<p>In a traditional scraper, you might write something like:<\/p>\n<pre><code class=\"language-javascript\">response.css(\".product-card .price::text\").get()\n<\/code><\/pre>\n<p>\u06cc\u06c1 \u0646\u0638\u0627\u0645 \u06a9\u0648 \u0628\u0627\u0644\u06a9\u0644 \u0628\u062a\u0627\u062a\u0627 \u06c1\u06d2 \u06a9\u06c1 \u06a9\u06c1\u0627\u06ba \u062f\u06cc\u06a9\u06be\u0646\u0627 \u06c1\u06d2\u06d4 \u062a\u0627\u06c1\u0645\u060c AI \u0633\u06a9\u0631\u06cc\u067e\u0646\u06af \u06a9\u06d2 \u0633\u0627\u062a\u06be\u060c \u0646\u062a\u0627\u0626\u062c \u06a9\u0648 \u0627\u0633 \u0637\u0631\u062d \u0628\u06cc\u0627\u0646 \u06a9\u06cc\u0627 \u06af\u06cc\u0627 \u06c1\u06d2:<\/p>\n<pre><code class=\"language-plaintext\">Extract the product name, price, and availability for each item on this page.\n<\/code><\/pre>\n<p>\u0633\u0633\u0679\u0645 \u0635\u0641\u062d\u06c1 \u06a9\u0648 \u067e\u0691\u06be\u062a\u0627 \u06c1\u06d2\u060c \u0627\u0633 \u0628\u0627\u062a \u06a9\u06cc \u0646\u0634\u0627\u0646\u062f\u06c1\u06cc \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u06a9\u06c1 \u06a9\u06cc\u0627 \u067e\u0631\u0648\u0688\u06a9\u0679 \u0644\u0633\u0679\u0646\u06af \u062f\u06a9\u06be\u0627\u0626\u06cc \u062f\u06cc\u062a\u06cc \u06c1\u06d2\u060c \u0645\u062a\u0639\u0644\u0642\u06c1 \u0641\u06cc\u0644\u0688\u0632 \u0646\u06a9\u0627\u0644\u062a\u0627 \u06c1\u06d2\u060c \u0627\u0648\u0631 \u0633\u0679\u0631\u06a9\u0686\u0631\u0688 \u0688\u06cc\u0679\u0627 \u0648\u0627\u067e\u0633 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<h3 id=\"heading-whats-actually-happening-under-the-hood\">\u06c1\u0688 \u06a9\u06d2 \u0646\u06cc\u0686\u06d2 \u0648\u0627\u0642\u0639\u06cc \u06a9\u06cc\u0627 \u06c1\u0648 \u0631\u06c1\u0627 \u06c1\u06d2\u061f<\/h3>\n<p>AI \u0633\u06a9\u0631\u06cc\u067e\u0646\u06af \u067e\u06c1\u0644\u06d2 \u062a\u0648 \u062c\u0627\u062f\u0648 \u06a9\u06cc \u0637\u0631\u062d \u0645\u062d\u0633\u0648\u0633 \u06c1\u0648\u0633\u06a9\u062a\u06cc \u06c1\u06d2\u060c \u0644\u06cc\u06a9\u0646 \u06cc\u06c1 \u0645\u0627\u0646\u0648\u0633 \u0627\u062c\u0632\u0627\u0621 \u06a9\u06d2 \u0627\u0645\u062a\u0632\u0627\u062c \u067e\u0631 \u0628\u0646\u0627\u06cc\u0627 \u06af\u06cc\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u0627\u0635\u0644 \u0645\u06cc\u06ba <strong>\u0628\u0691\u06d2 \u067e\u06cc\u0645\u0627\u0646\u06d2 \u067e\u0631 \u0632\u0628\u0627\u0646 \u06a9\u06d2 \u0645\u0627\u0688\u0644\u0632 (LLMs)<\/strong> HTML \u0633\u0645\u06cc\u062a \u0648\u06cc\u0628 \u0645\u0648\u0627\u062f \u0627\u0648\u0631 \u0645\u062a\u0646 \u06a9\u06cc \u0628\u0691\u06cc \u0645\u0642\u062f\u0627\u0631 \u067e\u0631 \u062a\u0631\u0628\u06cc\u062a \u06cc\u0627\u0641\u062a\u06c1\u06d4 \u0648\u0642\u062a \u06af\u0632\u0631\u0646\u06d2 \u06a9\u06d2 \u0633\u0627\u062a\u06be\u060c \u0622\u067e \u067e\u06cc\u0679\u0631\u0646 \u0633\u06cc\u06a9\u06be\u062a\u06d2 \u06c1\u06cc\u06ba \u062c\u06cc\u0633\u06d2 \u06a9\u06c1 \u067e\u0631\u0648\u0688\u06a9\u0679 \u06a9\u06cc \u0641\u06c1\u0631\u0633\u062a\u06cc\u06ba \u06a9\u06cc\u0633\u06cc \u0646\u0638\u0631 \u0622\u062a\u06cc \u06c1\u06cc\u06ba\u060c \u0642\u06cc\u0645\u062a\u06cc\u06ba \u0639\u0627\u0645 \u0637\u0648\u0631 \u067e\u0631 \u06a9\u06cc\u0633\u06d2 \u062f\u06a9\u06be\u0627\u0626\u06cc \u062c\u0627\u062a\u06cc \u06c1\u06cc\u06ba\u060c \u0627\u0648\u0631 \u0645\u0644\u0627\u0632\u0645\u062a \u06a9\u06cc \u0641\u06c1\u0631\u0633\u062a\u0648\u06ba \u06a9\u06cc \u0633\u0627\u062e\u062a\u06d4<\/p>\n<p>\u062c\u0628 \u0627\u06cc\u06a9 \u0635\u0641\u062d\u06c1 \u067e\u06cc\u0634 \u06a9\u06cc\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u060c \u062a\u0648 \u0645\u0627\u0688\u0644 \u0627\u0646 \u0646\u0645\u0648\u0646\u0648\u06ba \u06a9\u0648 \u067e\u06c1\u0686\u0627\u0646 \u0633\u06a9\u062a\u0627 \u06c1\u06d2 \u0627\u0648\u0631 \u0635\u0627\u0631\u0641 \u06a9\u06cc \u0637\u0631\u0641 \u0633\u06d2 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u06a9\u0631\u062f\u06c1 \u0641\u06cc\u0644\u0688\u0632 \u0645\u06cc\u06ba \u0646\u0642\u0634\u06c1 \u0628\u0646\u0627 \u0633\u06a9\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u0644\u06cc\u06a9\u0646 \u0645\u0627\u0688\u0644 \u0633\u0633\u0679\u0645 \u06a9\u0627 \u0635\u0631\u0641 \u0627\u06cc\u06a9 \u062d\u0635\u06c1 \u06c1\u06d2\u06d4 \u0622\u067e \u06a9\u0648 \u0635\u0641\u062d\u06c1 \u0644\u0648\u0688 \u06a9\u0631\u0646\u06d2 \u0627\u0648\u0631 \u0627\u0633 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u062a\u0639\u0627\u0645\u0644 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u0628\u06be\u06cc \u0628\u06be\u06cc \u06a9\u0686\u06be \u062f\u0631\u06a9\u0627\u0631 \u06c1\u06d2\u06d4 \u06cc\u06c1 \u0648\u06c1\u06cc\u06ba \u06c1\u06d2\u06d4 <strong>\u0628\u0631\u0627\u0624\u0632\u0631 \u0622\u0679\u0648\u0645\u06cc\u0634\u0646<\/strong> \u0632\u06cc\u0627\u062f\u06c1 \u062a\u0631 AI \u0633\u06a9\u0631\u06cc\u067e\u0646\u06af 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\u06a9\u0631\u06cc\u06ba\u06d4<\/strong> \u06cc\u06c1 \u0631\u0648\u0627\u06cc\u062a\u06cc \u0633\u06a9\u0631\u06cc\u067e\u0646\u06af \u0627\u0648\u0631 AI \u067e\u0631 \u0645\u0628\u0646\u06cc \u0633\u06a9\u0631\u06cc\u067e\u0646\u06af \u06a9\u06d2 \u062f\u0631\u0645\u06cc\u0627\u0646 \u06a9\u06c1\u06cc\u06ba \u0622\u062a\u0627 \u06c1\u06d2\u06d4 \u06cc\u06c1 \u0633\u06a9\u0631\u06cc\u067e\u0631 \u0628\u0646\u0627\u0646\u06d2 \u0627\u0648\u0631 \u0686\u0644\u0627\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u06cc\u06a9 \u0645\u06a9\u0645\u0644 \u067e\u0644\u06cc\u0679 \u0641\u0627\u0631\u0645 \u0645\u06c1\u06cc\u0627 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u060c \u062c\u0633 \u0633\u06d2 \u0622\u067e \u06a9\u0648 AI \u0645\u062a\u0639\u0627\u0631\u0641 \u06a9\u0631\u0627\u0646\u06d2 \u06a9\u06cc \u0627\u062c\u0627\u0632\u062a \u0645\u0644\u062a\u06cc \u06c1\u06d2 \u062c\u06c1\u0627\u06ba \u0645\u0646\u0627\u0633\u0628 \u06c1\u0648\u060c \u062c\u06cc\u0633\u06d2 \u0646\u06a9\u0627\u0644\u0646\u06d2 \u06cc\u0627 \u067e\u0648\u0633\u0679 \u067e\u0631\u0648\u0633\u06cc\u0633\u0646\u06af\u06d4 \u062c\u0628 \u0622\u067e \u06a9\u0648 \u067e\u0648\u0631\u06cc \u067e\u0627\u0626\u067e \u0644\u0627\u0626\u0646 \u067e\u0631 \u0645\u0632\u06cc\u062f \u06a9\u0646\u0679\u0631\u0648\u0644 \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u06c1\u0648 \u062a\u0648 \u06cc\u06c1 \u0645\u0641\u06cc\u062f \u06c1\u06d2\u06d4<\/p>\n<\/li>\n<\/ul>\n<p>\u062d\u0642\u06cc\u0642\u062a \u0645\u06cc\u06ba\u060c \u06cc\u06c1 \u0679\u0648\u0644\u0632 \u0628\u0627\u0644\u06a9\u0644 \u0627\u0633\u06cc \u0645\u0633\u0626\u0644\u06d2 \u06a9\u0648 \u062d\u0644 \u06a9\u0631\u0646\u06d2 \u06a9\u06cc \u06a9\u0648\u0634\u0634 \u0646\u06c1\u06cc\u06ba \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u06a9\u0686\u06be \u0633\u0679\u0631\u06a9\u0686\u0631\u0688 \u0688\u06cc\u0679\u0627 \u0646\u06a9\u0627\u0644\u0646\u06d2 \u067e\u0631 \u062a\u0648\u062c\u06c1 \u0645\u0631\u06a9\u0648\u0632 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u06a9\u0686\u06be \u0645\u0648\u0627\u062f \u06a9\u06cc \u0635\u0641\u0627\u0626\u06cc \u067e\u0631\u060c \u0627\u0648\u0631 \u06a9\u0686\u06be \u0645\u06a9\u0645\u0644 \u0633\u06a9\u0631\u06cc\u067e\u0646\u06af \u0648\u0631\u06a9 \u0641\u0644\u0648 \u0628\u0646\u0627\u0646\u06d2 \u067e\u0631\u06d4 \u0635\u062d\u06cc\u062d \u06a9\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u0646\u06c1 \u0635\u0631\u0641 \u062e\u0648\u062f \u0679\u0648\u0644 \u067e\u0631 \u0645\u0646\u062d\u0635\u0631 \u06c1\u0648\u06af\u0627 \u0628\u0644\u06a9\u06c1 \u0627\u0633 \u0628\u0627\u062a \u067e\u0631 \u0628\u06be\u06cc \u06a9\u06c1 \u0622\u067e \u06a9\u06cc\u0627 \u062d\u0627\u0635\u0644 \u06a9\u0631\u0646\u06d2 \u06a9\u06cc \u06a9\u0648\u0634\u0634 \u06a9\u0631 \u0631\u06c1\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<h2 id=\"heading-ai-scraping-in-practice\">\u0627\u0635\u0644\u06cc AI \u0633\u06a9\u0631\u06cc\u067e\u0646\u06af<\/h2>\n<p>\u0622\u0626\u06cc\u06d2 \u06a9\u062a\u0627\u0628\u06cc\u06ba \u0646\u06a9\u0627\u0644\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0688\u06cc\u0679\u0627 \u0627\u06a9\u0679\u06be\u0627 \u06a9\u0631\u0646\u06d2 \u06a9\u0627 \u0648\u06c1\u06cc \u06a9\u0627\u0645 \u0686\u0644\u0627\u0626\u06cc\u06ba\u06d4 <code>books.toscrape.com<\/code> AI \u0633\u06a9\u0631\u06cc\u067e\u0646\u06af \u0679\u0648\u0644\u0632 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u06cc\u06ba\u06d4 \u06c1\u0645 \u0627\u0633\u067e\u06cc\u0688\u0631\u0627 \u06a9\u0627 API \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u06cc\u06ba \u06af\u06d2 \u062a\u0627\u06a9\u06c1 \u06cc\u06c1 \u062f\u06cc\u06a9\u06be\u06cc\u06ba \u06a9\u06c1 \u06a9\u06cc\u0627 \u062a\u0628\u062f\u06cc\u0644\u06cc\u0627\u06ba \u0622\u062a\u06cc \u06c1\u06cc\u06ba\u06d4<\/p>\n<h3 id=\"heading-step-1-get-an-api-key\">\u0645\u0631\u062d\u0644\u06c1 1: \u0627\u06cc\u06a9 API \u06a9\u0644\u06cc\u062f \u062d\u0627\u0635\u0644 \u06a9\u0631\u06cc\u06ba\u06d4<\/h3>\n<p>spidra.io \u06a9\u06d2 \u0644\u06cc\u06d2 \u0633\u0627\u0626\u0646 \u0627\u067e \u06a9\u0631\u06cc\u06ba \u0627\u0648\u0631 \u0627\u067e\u0646\u06d2 \u0688\u06cc\u0634 \u0628\u0648\u0631\u0688 \u0633\u06d2 \u0627\u06cc\u06a9 API \u06a9\u0644\u06cc\u062f \u0628\u0646\u0627\u0626\u06cc\u06ba\u06d4 \u06cc\u06c1 \u06a9\u0644\u06cc\u062f \u062a\u0645\u0627\u0645 \u062f\u0631\u062e\u0648\u0627\u0633\u062a\u0648\u06ba \u06a9\u06cc \u062a\u0635\u062f\u06cc\u0642 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06c1\u0648\u062a\u06cc \u06c1\u06d2\u06d4<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/umang.pk\/wp-content\/uploads\/2026\/04\/1776385060_464_\u0631\u0648\u0627\u06cc\u062a\u06cc-\u0633\u06a9\u0631\u06cc\u067e\u0646\u06af-\u0628\u0645\u0642\u0627\u0628\u0644\u06c1-AI-\u0633\u06a9\u0631\u06cc\u067e\u0646\u06af-\u0688\u0648\u06cc\u0644\u067e\u0631\u0632-\u0627\u0648\u0631-\u0688\u06cc\u0679\u0627-\u0679\u06cc\u0645\u0648\u06ba-\u06a9\u06d2.png\" alt=\"Spidra API \u06a9\u0644\u06cc\u062f \u062d\u0627\u0635\u0644 \u06a9\u0631\u06cc\u06ba\u06d4\" style=\"display:block;margin:0 auto\" width=\"600\" height=\"400\" loading=\"lazy\" title=\"\"><\/p>\n<h3 id=\"heading-step-2-understand-the-api-structure\">\u0645\u0631\u062d\u0644\u06c1 2: API \u06a9\u06cc \u0633\u0627\u062e\u062a \u06a9\u0648 \u0633\u0645\u062c\u06be\u06cc\u06ba\u06d4<\/h3>\n<p>Spidra \u06a9\u0627 \u0633\u06a9\u0631\u06cc\u067e\u0646\u06af \u0627\u06cc\u0646\u0688 \u067e\u0648\u0627\u0626\u0646\u0679 JSON \u067e\u06d2 \u0644\u0648\u0688 \u06a9\u0648 \u0642\u0628\u0648\u0644 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 \u062f\u0648 \u0627\u06c1\u0645 \u062a\u0631\u06cc\u0646 \u0634\u0639\u0628\u06d2 \u06c1\u06cc\u06ba\u06d4 <code>url<\/code> (\u06a9\u06c1\u0627\u06ba \u06a9\u06be\u0631\u0686\u0646\u0627 \u06c1\u06d2) \u0627\u0648\u0631 <code>prompt<\/code> (\u06a9\u06cc\u0627 \u0646\u06a9\u0627\u0644\u0646\u0627 \u06c1\u06d2\u060c \u0633\u0627\u062f\u06c1 \u0627\u0646\u06af\u0631\u06cc\u0632\u06cc \u0645\u06cc\u06ba \u0644\u06a9\u06be\u0627 \u06c1\u0648\u0627) \u0627\u062e\u062a\u06cc\u0627\u0631\u06cc \u0637\u0648\u0631 \u067e\u0631\u060c \u0622\u067e \u0648\u0636\u0627\u062d\u062a \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba: <code>output<\/code> \u0641\u0627\u0631\u0645\u06cc\u0679 \u2014 JSON \u0633\u0679\u0631\u06a9\u0686\u0631\u0688 \u0688\u06cc\u0679\u0627 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0628\u06c1\u062a\u0631\u06cc\u0646 \u0645\u0648\u0632\u0648\u06ba \u06c1\u06d2\u06d4<\/p>\n<pre><code class=\"language-bash\">POST https:\/\/api.spidra.io\/scrape\nAuthorization: Bearer YOUR_API_KEY\nContent-Type: application\/json\n<\/code><\/pre>\n<p>\u062c\u06cc\u0633\u0627 \u06a9\u06c1 \u0622\u067e \u062f\u06cc\u06a9\u06be \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u06cc\u06c1\u0627\u06ba \u06a9\u0648\u0626\u06cc \u0633\u0644\u06cc\u06a9\u0679\u0631\u0632 \u06cc\u0627 HTML \u0645\u0639\u0627\u0626\u0646\u06c1 \u062f\u0631\u06a9\u0627\u0631 \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u06d4 \u0622\u067e \u06a9\u0648 \u0635\u0631\u0641 \u0627\u06cc\u06a9 URL \u0627\u0648\u0631 \u062a\u0641\u0635\u06cc\u0644 \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u06c1\u06d2\u06d4<\/p>\n<p>\u06cc\u06c1\u0627\u06ba API \u06a9\u0627\u0644 \u06a9\u06d2 \u0628\u0637\u0648\u0631 \u0644\u06a9\u06be\u06d2 \u06af\u0626\u06d2 \u0645\u0648\u062c\u0648\u062f\u06c1 \u06a9\u06be\u0631\u0686\u0646\u06d2 \u0648\u0627\u0644\u06d2 \u06a9\u06d2 \u0628\u0631\u0627\u0628\u0631 \u06c1\u06d2\u06d4<\/p>\n<pre><code class=\"language-python\">import requests\nimport json\n\nAPI_KEY = \"your_api_key_here\"\n\npayload = {\n    \"urls\": [{\"url\": \"https:\/\/books.toscrape.com\/\"}],\n    \"prompt\": \"Extract all books on this page. For each book, return the title, price, and star rating as a number from 1 to 5.\",\n    \"output\": \"json\"\n}\n\nresponse = requests.post(\n    \"https:\/\/api.spidra.io\/scrape\",\n    headers={\n        \"Authorization\": f\"Bearer {API_KEY}\",\n        \"Content-Type\": \"application\/json\"\n    },\n    json=payload\n)\n\ndata = response.json()\nprint(json.dumps(data, indent=2))\n<\/code><\/pre>\n<p>\u06cc\u06c1 \u0633\u0627\u0631\u06cc \u06a9\u06be\u0631\u0686\u0646\u06cc \u06c1\u06d2\u06d4 \u0646\u06c1\u06cc\u06ba <code>BeautifulSoup<\/code>\u06a9\u0648\u0626\u06cc \u0633\u0644\u06cc\u06a9\u0679\u0631 \u0645\u0646\u0637\u0642 \u0627\u0648\u0631 HTML \u067e\u0627\u0631\u0633 \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u06d4<\/p>\n<h3 id=\"heading-step-4-understand-the-output\">\u0645\u0631\u062d\u0644\u06c1 4: \u0622\u0624\u0679 \u067e\u0679 \u06a9\u0648 \u0633\u0645\u062c\u06be\u06cc\u06ba\u06d4<\/h3>\n<p>API \u0627\u06cc\u06a9 \u0645\u0646\u0638\u0645 JSON \u062c\u0648\u0627\u0628 \u062f\u06cc\u062a\u0627 \u06c1\u06d2\u06d4 \u06c1\u0631 \u06a9\u062a\u0627\u0628 \u06a9\u0648 \u0628\u06cc\u0627\u0646 \u06a9\u0631\u062f\u06c1 \u0641\u06cc\u0644\u0688\u0632 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0627\u06cc\u06a9 \u0622\u0628\u062c\u06cc\u06a9\u0679 \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631 \u067e\u06cc\u0634 \u06a9\u06cc\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<pre><code class=\"language-json\">{\n  \"results\": [\n    {\n      \"title\": \"A Light in the Attic\",\n      \"price\": \"\u00a351.77\",\n      \"rating\": 3\n    },\n    {\n      \"title\": \"Tipping the Velvet\",\n      \"price\": \"\u00a353.74\",\n      \"rating\": 1\n    },\n    {\n      \"title\": \"Soumission\",\n      \"price\": \"\u00a350.10\",\n      \"rating\": 1\n    }\n    ...\n  ]\n}\n<\/code><\/pre>\n<p>\u0645\u0627\u0688\u0644 \u0646\u06d2 \u0633\u062a\u0627\u0631\u06d2 \u06a9\u06cc \u062f\u0631\u062c\u06c1 \u0628\u0646\u062f\u06cc \u06a9\u06cc \u0627\u0646\u06a9\u0648\u0688\u0646\u06af\u0632 \u06a9\u06cc \u0646\u0634\u0627\u0646\u062f\u06c1\u06cc \u06a9\u06cc (<code>star-rating Three<\/code> \u2192 3) \u06cc\u06c1 \u0622\u067e \u06a9\u0648 \u0646\u06c1\u06cc\u06ba \u0628\u062a\u0627\u062a\u0627 \u06a9\u06c1 \u062f\u0631\u062c\u06c1 \u0628\u0646\u062f\u06cc \u06a9\u0627 \u0627\u0638\u06c1\u0627\u0631 \u06a9\u06cc\u0633\u06d2 \u06a9\u06cc\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u06d4 \u0645\u06cc\u06ba \u0646\u06d2 \"1 \u0633\u06d2 5 \u062a\u06a9 \u0646\u0645\u0628\u0631 \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631 \u062f\u06a9\u06be\u0627\u0626\u06d2 \u062c\u0627\u0646\u06d2 \u0648\u0627\u0644\u06d2 \u0633\u062a\u0627\u0631\u06d2 \u06a9\u06cc \u062f\u0631\u062c\u06c1 \u0628\u0646\u062f\u06cc\" \u06a9\u06d2 \u0627\u0631\u0627\u062f\u06d2 \u06a9\u0648 \u0633\u0645\u062c\u06be\u0627 \u0627\u0648\u0631 \u062e\u0648\u062f \u0646\u0642\u0634\u06c1 \u0633\u0627\u0632\u06cc \u06a9\u0627 \u062e\u06cc\u0627\u0644 \u0631\u06a9\u06be\u0627\u06d4<\/p>\n<h3 id=\"heading-step-5-use-actions-for-multi-step-workflows\">\u0645\u0631\u062d\u0644\u06c1 5: \u0645\u0644\u0679\u06cc \u0633\u0679\u06cc\u067e \u0648\u0631\u06a9 \u0641\u0644\u0648\u0632 \u0645\u06cc\u06ba \u06a9\u0627\u0645\u0648\u06ba \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u06cc\u06ba\u06d4<\/h3>\n<p>\u062c\u06c1\u0627\u06ba AI \u0633\u06a9\u0631\u06cc\u067e\u0646\u06af \u062d\u0642\u06cc\u0642\u06cc \u0641\u0648\u0627\u0626\u062f \u062f\u06a9\u06be\u0627\u0646\u0627 \u0634\u0631\u0648\u0639 \u06a9\u0631\u062a\u06cc \u06c1\u06d2 \u0648\u06c1 \u0648\u0631\u06a9 \u0641\u0644\u0648 \u0645\u06cc\u06ba \u06c1\u06d2 \u062c\u0633 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0631\u0648\u0627\u06cc\u062a\u06cc \u0633\u06a9\u0631\u06cc\u067e\u0631\u0632 \u0645\u06cc\u06ba \u0627\u06c1\u0645 \u0627\u0646\u062c\u06cc\u0646\u0626\u0631\u0646\u06af \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u06c1\u0648\u062a\u06cc \u06c1\u06d2\u06d4<\/p>\n<p>\u0641\u0631\u0636 \u06a9\u0631\u06cc\u06ba \u06a9\u06c1 \u0622\u067e \u06c1\u0631 \u06a9\u062a\u0627\u0628 \u06a9\u06d2 \u0644\u06cc\u06d2 \u062a\u0641\u0635\u06cc\u0644\u0627\u062a \u06a9\u06d2 \u0635\u0641\u062d\u06d2 \u067e\u0631 \u062c\u0627\u0646\u0627 \u0686\u0627\u06c1\u062a\u06d2 \u06c1\u06cc\u06ba \u0627\u0648\u0631 \u0627\u0633 \u06a9\u06cc \u0645\u06a9\u0645\u0644 \u062a\u0641\u0635\u06cc\u0644 \u0627\u0648\u0631 \u062f\u0633\u062a\u06cc\u0627\u0628\u06cc \u06a9\u06cc \u062d\u06cc\u062b\u06cc\u062a \u06a9\u0648 \u0646\u06a9\u0627\u0644\u0646\u0627 \u0686\u0627\u06c1\u062a\u06d2 \u06c1\u06cc\u06ba (\u0635\u0631\u0641 \u0648\u06c1\u06cc \u0646\u06c1\u06cc\u06ba \u062c\u0648 \u0641\u06c1\u0631\u0633\u062a \u06a9\u06d2 \u0635\u0641\u062d\u06c1 \u067e\u0631 \u0638\u0627\u06c1\u0631 \u06c1\u0648\u062a\u0627 \u06c1\u06d2)\u06d4<\/p>\n<p>\u0631\u0648\u0627\u06cc\u062a\u06cc \u0633\u06a9\u0631\u06cc\u067e\u0631 \u0645\u06cc\u06ba\u060c \u0627\u0633 \u06a9\u0627 \u0645\u0637\u0644\u0628 \u06c1\u06d2 \u0641\u0627\u0644\u0648 \u0644\u0646\u06a9\u0633 \u06a9\u0627 \u0627\u06cc\u06a9 \u0644\u0648\u067e \u0628\u0646\u0627\u0646\u0627\u060c \u0631\u06cc\u0627\u0633\u062a \u06a9\u0627 \u0627\u0646\u062a\u0638\u0627\u0645 \u06a9\u0631\u0646\u0627\u060c \u06c1\u0631 \u062a\u0641\u0635\u06cc\u0644 \u0648\u0627\u0644\u06d2 \u0635\u0641\u062d\u06d2 \u067e\u0631 \u063a\u0644\u0637\u06cc\u0648\u06ba \u06a9\u0648 \u06c1\u06cc\u0646\u0688\u0644 \u06a9\u0631\u0646\u0627\u060c \u0627\u0648\u0631 \u062a\u0641\u0635\u06cc\u0644 \u06a9\u06d2 \u0635\u0641\u062d\u06d2 \u067e\u0631 \u0645\u062e\u062a\u0644\u0641 \u0688\u06be\u0627\u0646\u0686\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u0644\u06af \u0627\u0644\u06af \u0633\u0644\u06cc\u06a9\u0679\u0631\u0632 \u06a9\u0648 \u0628\u0631\u0642\u0631\u0627\u0631 \u0631\u06a9\u06be\u0646\u0627\u06d4 AI \u0633\u06a9\u0631\u06cc\u067e\u0631 \u062c\u06cc\u0633\u06d2 Spidra \u0628\u0631\u0627\u0624\u0632\u0631 \u06a9\u06d2 \u0627\u0639\u0645\u0627\u0644 \u0627\u0648\u0631 \u062d\u0642\u06cc\u0642\u06cc \u0627\u0646\u0633\u0627\u0646\u06cc \u062a\u0639\u0627\u0645\u0644\u0627\u062a \u06a9\u06cc \u0646\u0642\u0644 \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<pre><code class=\"language-python\">{\n  \"urls\": [{\n    \"url\": \"https:\/\/books.toscrape.com\/catalogue\/category\/books\/mystery_3\/index.html\",\n    \"actions\": [{\n      \"type\":            \"forEach\",\n      \"observe\":         \"Find all book cards in the product grid\",\n      \"mode\":            \"inline\",\n      \"captureSelector\": \"article.product_pod\",\n      \"maxItems\":        10,\n      \"itemPrompt\":      \"Extract the book title, price, and star rating (One\/Two\/Three\/Four\/Five). Return as JSON: {title, price, star_rating}\"\n    }]\n  }]\n}\n<\/code><\/pre>\n<p>\u0633\u0633\u0679\u0645 \u06c1\u0631 \u06a9\u062a\u0627\u0628 \u06a9\u06d2 \u0635\u0641\u062d\u06c1 \u067e\u0631 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u060c \u0646\u0626\u06d2 \u0645\u0648\u0627\u062f \u06a9\u0648 \u067e\u0691\u06be\u062a\u0627 \u06c1\u06d2\u060c \u0627\u0636\u0627\u0641\u06cc \u0641\u06cc\u0644\u0688\u0632 \u0646\u06a9\u0627\u0644\u062a\u0627 \u06c1\u06d2\u060c \u0627\u0648\u0631 \u0627\u0646\u06c1\u06cc\u06ba \u0627\u0633\u06cc \u0646\u062a\u06cc\u062c\u06c1 \u06a9\u06d2 \u0633\u06cc\u0679 \u06a9\u06d2 \u062d\u0635\u06d2 \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631 \u0648\u0627\u067e\u0633 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u0622\u067e \u0627\u067e\u0646\u06d2 \u0688\u06cc\u0679\u0627 \u06a9\u0648 \u06a9\u0633\u06cc \u0628\u06be\u06cc \u0637\u0631\u062d \u0633\u06d2 \u062a\u0631\u062a\u06cc\u0628 \u062f\u06d2 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<pre><code class=\"language-python\">{\n  \"urls\": [{ \"url\": \"https:\/\/jobs.example.com\/senior-engineer\" }],\n  \"prompt\": \"Extract the job details\",\n  \"schema\": {\n    \"type\": \"object\",\n    \"required\": [\"title\", \"company\", \"remote\", \"employment_type\"],\n    \"properties\": {\n      \"title\":           { \"type\": \"string\" },\n      \"company\":         { \"type\": \"string\" },\n      \"location\":        { \"type\": [\"string\", \"null\"] },\n      \"remote\":          { \"type\": [\"boolean\", \"null\"] },\n      \"salary_min\":      { \"type\": [\"number\", \"null\"] },\n      \"salary_max\":      { \"type\": [\"number\", \"null\"] },\n      \"employment_type\": {\n        \"type\": [\"string\", \"null\"],\n        \"enum\": [\"full_time\", \"part_time\", \"contract\", null]\n      },\n      \"skills\": {\n        \"type\": \"array\",\n        \"items\": { \"type\": \"string\" }\n      }\n    }\n  }\n}\n<\/code><\/pre>\n<p>\u0627\u0646 AI \u0633\u06a9\u0631\u06cc\u067e\u0631\u0632 \u0645\u06cc\u06ba \u0645\u0632\u06cc\u062f \u062e\u0635\u0648\u0635\u06cc\u0627\u062a \u06c1\u06cc\u06ba \u062c\u06cc\u0633\u06d2 \u0628\u06cc\u0686 \u0633\u06a9\u0631\u06cc\u067e\u0646\u06af\u060c AI \u06a9\u0631\u0627\u0644\u0646\u06af \u0648\u063a\u06cc\u0631\u06c1\u06d4<\/p>\n<h3 id=\"heading-where-ai-scraping-earns-its-keep\">\u062c\u06c1\u0627\u06ba AI \u0633\u06a9\u0631\u06cc\u067e\u0646\u06af \u0631\u06c1\u062a\u06cc \u06c1\u06d2\u06d4<\/h3>\n<p>\u0627\u0628 \u06c1\u0645 \u06a9\u06c1\u062a\u06d2 \u06c1\u06cc\u06ba \u06a9\u06c1 \u0622\u067e \u06a9\u06cc \u0633\u0627\u0626\u0679 \u0627\u067e\u0646\u06d2 \u0641\u0631\u0646\u0679 \u0627\u06cc\u0646\u0688 \u06a9\u0648 \u0627\u067e \u0688\u06cc\u0679 \u06a9\u0631\u062a\u06cc \u06c1\u06d2\u06d4 \u06a9\u0644\u0627\u0633 <code>product_pod<\/code> \u0627\u06af\u0644\u0627\u060c \u0646\u0627\u0645 \u0628\u062f\u0644 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u06d4 <code>book-card<\/code>. \u0642\u06cc\u0645\u062a \u062f\u0648\u0633\u0631\u06d2 \u0639\u0648\u0627\u0645\u0644 \u06a9\u06cc \u0637\u0631\u0641 \u062c\u0627\u062a\u06cc \u06c1\u06d2\u06d4<\/p>\n<p>\u0631\u0648\u0627\u06cc\u062a\u06cc \u0633\u06a9\u0631\u06cc\u067e\u0631 \u06a9\u06d2 \u0633\u0627\u062a\u06be\u060c \u0646\u062a\u06cc\u062c\u06c1 \u0635\u0641\u0631 \u06c1\u06d2 \u0627\u0648\u0631 \u0627\u0633 \u0648\u0642\u062a \u062a\u06a9 \u06a9\u0648\u0626\u06cc \u063a\u0644\u0637\u06cc\u0627\u06ba \u0646\u06c1\u06cc\u06ba \u06c1\u06cc\u06ba \u062c\u0628 \u062a\u06a9 \u06a9\u06c1 \u0622\u067e \u0627\u0633 \u0628\u0627\u062a \u06a9\u0627 \u062a\u0639\u06cc\u0646 \u0646\u06c1 \u06a9\u0631 \u0644\u06cc\u06ba \u06a9\u06c1 \u0688\u06cc\u0679\u0627 \u063a\u0627\u0626\u0628 \u06c1\u06d2\u06d4 \u067e\u06be\u0631 \u0635\u0641\u062d\u06c1 \u06a9\u0648 \u062f\u0648\u0628\u0627\u0631\u06c1 \u0686\u06cc\u06a9 \u06a9\u0631\u06cc\u06ba\u060c \u0633\u0644\u06cc\u06a9\u0679\u0631 \u06a9\u0648 \u0627\u067e \u0688\u06cc\u0679 \u06a9\u0631\u06cc\u06ba\u060c \u0679\u06cc\u0633\u0679 \u06a9\u0631\u06cc\u06ba \u0627\u0648\u0631 \u062f\u0648\u0628\u0627\u0631\u06c1 \u062a\u0639\u06cc\u0646\u0627\u062a \u06a9\u0631\u06cc\u06ba\u06d4<\/p>\n<p>AI \u0633\u06a9\u0631\u06cc\u067e\u0631 \u0648\u06c1\u06cc \u067e\u0631\u0627\u0645\u067e\u0679 \u062c\u0627\u0631\u06cc \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 \u06cc\u06c1 \u0648\u06c1 \u0646\u06c1\u06cc\u06ba \u06c1\u06d2 \u062c\u0633 \u06a9\u06cc \u0645\u0627\u0688\u0644 \u062a\u0644\u0627\u0634 \u06a9\u0631 \u0631\u06c1\u0627 \u06c1\u06d2\u06d4 <code>product_pod<\/code> \u06cc\u0627 <code>price_color<\/code>. \u0622\u067e \u0642\u06cc\u0645\u062a\u0648\u06ba \u06a9\u06cc \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0645\u0635\u0646\u0648\u0639\u0627\u062a \u06a9\u06cc \u0641\u06c1\u0631\u0633\u062a \u0633\u06d2 \u0645\u0644\u062a\u0627 \u062c\u0644\u062a\u0627 \u0645\u0648\u0627\u062f \u062a\u0644\u0627\u0634 \u06a9\u0631 \u0631\u06c1\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0644\u06d2 \u0622\u0624\u0679 \u062a\u0628\u062f\u06cc\u0644\u06cc\u0627\u06ba \u0646\u06a9\u0627\u0644\u0646\u06d2 \u06a9\u06cc \u0645\u0646\u0637\u0642 \u06a9\u0648 \u0646\u0638\u0631 \u0646\u06c1\u06cc\u06ba \u0622\u062a\u06cc \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>\u06cc\u06c1 AI \u0646\u0642\u0637\u06c1 \u0646\u0638\u0631 \u06a9\u0627 \u0627\u06cc\u06a9 \u0627\u06c1\u0645 \u0622\u067e\u0631\u06cc\u0634\u0646\u0644 \u0641\u0627\u0626\u062f\u06c1 \u06c1\u06d2\u06d4 <strong>\u0635\u0641\u062d\u06c1 \u0645\u06cc\u06ba \u0633\u0627\u062e\u062a\u06cc \u062a\u0628\u062f\u06cc\u0644\u06cc\u0627\u06ba \u062e\u0648\u062f \u0628\u062e\u0648\u062f \u0646\u06a9\u0627\u0644\u0646\u0627 \u0628\u0646\u062f \u0646\u06c1\u06cc\u06ba \u06a9\u0631\u062a\u06cc \u06c1\u06cc\u06ba\u06d4<\/strong><\/p>\n<h2 id=\"heading-traditional-scraping-vs-ai-scraping-when-to-use-each\">\u0631\u0648\u0627\u06cc\u062a\u06cc \u0633\u06a9\u0631\u06cc\u067e\u0646\u06af \u0628\u0645\u0642\u0627\u0628\u0644\u06c1 AI \u0633\u06a9\u0631\u06cc\u067e\u0646\u06af: \u06a9\u0628 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u06cc\u06ba\u061f<\/h2>\n<p>\u0627\u0633 \u0648\u0642\u062a \u062f\u0648\u0646\u0648\u06ba \u0637\u0631\u06cc\u0642\u0648\u06ba \u06a9\u06d2 \u062f\u0631\u0645\u06cc\u0627\u0646 \u0641\u0631\u0642 \u0648\u0627\u0636\u062d \u06c1\u06d2\u06d4 \u0632\u06cc\u0627\u062f\u06c1 \u0627\u06c1\u0645 \u0633\u0648\u0627\u0644 \u06cc\u06c1 \u06c1\u06d2 \u06a9\u06c1 \u06a9\u06cc\u0627 \u06c1\u0631 \u0686\u06cc\u0632 \u0639\u0645\u0644\u06cc \u0637\u0648\u0631 \u067e\u0631 \u0645\u0639\u0646\u06cc \u0631\u06a9\u06be\u062a\u06cc \u06c1\u06d2\u061f<\/p>\n<p>\u0627\u06af\u0631 \u0622\u067e \u0627\u0633 \u06a9\u06d2 \u0628\u0627\u0631\u06d2 \u0645\u06cc\u06ba \u0645\u062e\u062a\u0635\u0631\u0627\u064b \u0633\u0648\u0686\u06cc\u06ba \u062a\u0648 \u06cc\u06c1 \u0627\u0633 \u0637\u0631\u062d \u06c1\u06d2:<\/p>\n<table>\n<thead>\n<tr>\n<th><strong>\u0633\u06a9\u0631\u067e\u0679<\/strong><\/th>\n<th><strong>\u0631\u0648\u0627\u06cc\u062a\u06cc \u0633\u06a9\u0631\u06cc\u067e\u0646\u06af<\/strong><\/th>\n<th><strong>AI \u0633\u06a9\u0631\u06cc\u067e\u0646\u06af<\/strong><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0645\u0633\u062a\u062d\u06a9\u0645 \u0648\u06cc\u0628 \u0633\u0627\u0626\u0679<\/td>\n<td> \u0628\u06c1\u062a\u0631\u06cc\u0646 \u0627\u0646\u062a\u062e\u0627\u0628<\/td>\n<td> \u06a9\u0627\u0645 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u060c \u0644\u06cc\u06a9\u0646 \u0628\u0639\u0636 \u0627\u0648\u0642\u0627\u062a \u062d\u062f \u0633\u06d2 \u0632\u06cc\u0627\u062f\u06c1 \u06c1\u0648 \u0633\u06a9\u062a\u0627 \u06c1\u06d2\u06d4<\/td>\n<\/tr>\n<tr>\n<td>\u0648\u06c1 \u0644\u06d2 \u0622\u0624\u0679 \u062c\u0648 \u0627\u06a9\u062b\u0631 \u0628\u062f\u0644\u062a\u06d2 \u0631\u06c1\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/td>\n<td> \u06a9\u062b\u0631\u062a \u0633\u06d2 \u0622\u0631\u0627\u0645 \u06a9\u0631\u06cc\u06ba\u06d4<\/td>\n<td> \u0632\u06cc\u0627\u062f\u06c1 \u0644\u0686\u06a9\u062f\u0627\u0631<\/td>\n<\/tr>\n<tr>\n<td>\u0628\u0691\u06d2 \u067e\u06cc\u0645\u0627\u0646\u06d2 \u067e\u0631 \u06a9\u0631\u0627\u0644<\/td>\n<td> \u0632\u06cc\u0627\u062f\u06c1 \u0633\u0631\u0645\u0627\u06cc\u06c1 \u06a9\u0627\u0631\u06cc \u0645\u0624\u062b\u0631<\/td>\n<td> \u0645\u0648\u062b\u0631\u060c \u0644\u06cc\u06a9\u0646 \u0645\u06c1\u0646\u06af\u0627 \u06c1\u0648 \u0633\u06a9\u062a\u0627 \u06c1\u06d2\u06d4<\/td>\n<\/tr>\n<tr>\n<td>\u062a\u06cc\u0632 \u0631\u0641\u062a\u0627\u0631 \u067e\u0631\u0648\u0679\u0648 \u0679\u0627\u0626\u067e\u0646\u06af<\/td>\n<td> \u0633\u0633\u062a \u062a\u0631\u062a\u06cc\u0628\u0627\u062a<\/td>\n<td> \u0628\u06c1\u062a \u062a\u06cc\u0632<\/td>\n<\/tr>\n<tr>\n<td>\u063a\u06cc\u0631 \u062a\u06a9\u0646\u06cc\u06a9\u06cc \u0635\u0627\u0631\u0641\u06cc\u0646<\/td>\n<td> \u06a9\u0648\u0688\u0646\u06af \u062f\u0631\u06a9\u0627\u0631 \u06c1\u06d2\u06d4<\/td>\n<td> \u0632\u06cc\u0627\u062f\u06c1 \u0642\u0627\u0628\u0644 \u0631\u0633\u0627\u0626\u06cc<\/td>\n<\/tr>\n<tr>\n<td>\u0645\u06a9\u0645\u0644 \u06a9\u0646\u0679\u0631\u0648\u0644 \u0627\u0648\u0631 \u0634\u0641\u0627\u0641\u06cc\u062a<\/td>\n<td> \u06c1\u0627\u0626\u06cc \u06a9\u0646\u0679\u0631\u0648\u0644<\/td>\n<td> \u06a9\u0645 \u0634\u0641\u0627\u0641<\/td>\n<\/tr>\n<tr>\n<td>\u06af\u0646\u062f\u0627 \u06cc\u0627 \u0645\u062a\u0636\u0627\u062f \u0688\u06cc\u0679\u0627<\/td>\n<td> \u0628\u0631\u0642\u0631\u0627\u0631 \u0631\u06a9\u06be\u0646\u0627 \u0645\u0634\u06a9\u0644<\/td>\n<td> \u06c1\u06cc\u0646\u0688\u0644 \u06a9\u0631\u0646\u0627 \u0622\u0633\u0627\u0646 \u06c1\u06d2\u06d4<\/td>\n<\/tr>\n<tr>\n<td>\u067e\u06cc\u0686\u06cc\u062f\u06c1 \u0648\u0631\u06a9 \u0641\u0644\u0648 (\u0644\u0627\u06af \u0627\u0646\u060c \u0645\u0631\u0627\u062d\u0644)<\/td>\n<td> \u0645\u0645\u06a9\u0646 \u0644\u06cc\u06a9\u0646 \u062f\u0633\u062a\u06cc<\/td>\n<td> \u0627\u06a9\u062b\u0631 \u0628\u0644\u0679 \u0627\u0646<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u06cc\u06c1 \u0648\u0627\u0642\u0639\u06cc \u062f\u0648\u0646\u0648\u06ba \u06a9\u06d2 \u062f\u0631\u0645\u06cc\u0627\u0646 \u0645\u0646\u0642\u0637\u0639 \u0627\u0646\u062a\u062e\u0627\u0628 \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u06d4 \u0631\u0648\u0627\u06cc\u062a\u06cc \u0633\u06a9\u0631\u06cc\u067e\u0646\u06af \u0627\u0633 \u0648\u0642\u062a \u0628\u06c1\u062a\u0631\u06cc\u0646 \u06a9\u0627\u0645 \u06a9\u0631\u062a\u06cc \u06c1\u06d2 \u062c\u0628 \u0633\u0628 \u06a9\u0686\u06be \u0642\u0627\u0628\u0644 \u0642\u06cc\u0627\u0633 \u0627\u0648\u0631 \u0645\u0633\u062a\u062d\u06a9\u0645 \u06c1\u0648\u06d4 \u062c\u0628 \u0635\u0648\u0631\u062a \u062d\u0627\u0644 \u067e\u06cc\u0686\u06cc\u062f\u06c1\u060c \u0645\u062a\u062d\u0631\u06a9\u060c \u06cc\u0627 \u0648\u0642\u062a \u06a9\u06d2 \u0644\u062d\u0627\u0638 \u0633\u06d2 \u062d\u0633\u0627\u0633 \u06c1\u0648 \u062a\u0648 AI \u0633\u06a9\u0631\u06cc\u067e\u0646\u06af \u0645\u0641\u06cc\u062f \u06c1\u06d2\u06d4 \u0632\u06cc\u0627\u062f\u06c1 \u062a\u0631 \u062d\u0642\u06cc\u0642\u06cc \u062f\u0646\u06cc\u0627 \u06a9\u06d2 \u0646\u0638\u0627\u0645 \u0635\u0631\u0641 \u0627\u06cc\u06a9 \u067e\u0631 \u0627\u0646\u062d\u0635\u0627\u0631 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0628\u062c\u0627\u0626\u06d2 \u062f\u0648\u0646\u0648\u06ba \u0637\u0631\u06cc\u0642\u0648\u06ba \u06a9\u0648 \u06cc\u06a9\u062c\u0627 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<h2 id=\"heading-wrapping-up\">\u062e\u062a\u0645<\/h2>\n<p>\u0648\u06cc\u0628 \u0633\u06a9\u0631\u06cc\u067e\u0646\u06af \u062e\u062a\u0645 \u0646\u06c1\u06cc\u06ba \u06c1\u0648 \u0631\u06c1\u06cc \u06c1\u06d2\u06d4 \u06a9\u06cc\u0627 \u062a\u0628\u062f\u06cc\u0644\u06cc \u06c1\u06d2 \u06a9\u06c1 \u06c1\u0645 \u0627\u0633 \u0633\u06d2 \u06a9\u06cc\u0633\u06d2 \u0631\u062c\u0648\u0639 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>\u0631\u0648\u0627\u06cc\u062a\u06cc \u0633\u06a9\u0631\u06cc\u067e\u0646\u06af \u06a9\u0646\u0679\u0631\u0648\u0644 \u0627\u0648\u0631 \u062f\u0631\u0633\u062a\u06af\u06cc \u0641\u0631\u0627\u06c1\u0645 \u06a9\u0631\u062a\u06cc \u06c1\u06d2\u060c \u0644\u06cc\u06a9\u0646 \u0627\u0633\u06d2 \u0628\u0631\u0642\u0631\u0627\u0631 \u0631\u06a9\u06be\u0646\u06d2 \u0645\u06cc\u06ba \u0646\u0627\u0632\u06a9 \u0627\u0648\u0631 \u0648\u0642\u062a \u0644\u06af \u0633\u06a9\u062a\u0627 \u06c1\u06d2\u06d4 AI \u0633\u06a9\u0631\u06cc\u067e\u0646\u06af \u0622\u067e \u06a9\u06d2 \u06a9\u0627\u0645 \u06a9\u0648 \u062a\u06cc\u0632 \u062a\u0631 \u0627\u0648\u0631 \u0632\u06cc\u0627\u062f\u06c1 \u0644\u0686\u06a9\u062f\u0627\u0631 \u0628\u0646\u0627\u062a\u06cc \u06c1\u06d2\u060c \u062e\u0627\u0635 \u0637\u0648\u0631 \u067e\u0631 \u062c\u0628 \u06af\u0646\u062f\u06d2 \u06cc\u0627 \u0645\u0633\u0644\u0633\u0644 \u0635\u0641\u062d\u0627\u062a \u06a9\u0648 \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u0648\u0626\u06d2\u060c \u0644\u06cc\u06a9\u0646 \u0634\u0641\u0627\u0641\u06cc\u062a \u06a9\u06cc \u0642\u06cc\u0645\u062a \u067e\u0631\u06d4<\/p>\n<p>\u062f\u0631\u062d\u0642\u06cc\u0642\u062a\u060c \u0632\u06cc\u0627\u062f\u06c1 \u062a\u0631 \u062d\u0642\u06cc\u0642\u06cc \u062f\u0646\u06cc\u0627 \u06a9\u06d2 \u0648\u0631\u06a9 \u0641\u0644\u0648 \u0627\u0646 \u062f\u0648\u0646\u0648\u06ba \u06a9\u0648 \u06cc\u06a9\u062c\u0627 \u06a9\u0631\u0646\u0627 \u0634\u0631\u0648\u0639 \u06a9\u0631 \u0631\u06c1\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>\u06c1\u0645 AI \u0633\u06a9\u0631\u06cc\u067e\u0646\u06af \u0679\u0648\u0644\u0632 \u06a9\u0648 \u0628\u0691\u06d2 \u0633\u0633\u0679\u0645\u0632 \u0645\u06cc\u06ba \u0636\u0645 \u06c1\u0648\u062a\u06d2 \u062f\u06cc\u06a9\u06be\u0646\u0627 \u0628\u06be\u06cc \u0634\u0631\u0648\u0639 \u06a9\u0631 \u0631\u06c1\u06d2 \u06c1\u06cc\u06ba\u060c \u062e\u0627\u0635 \u0637\u0648\u0631 \u067e\u0631 AI \u0627\u06cc\u062c\u0646\u0679\u0633 \u0627\u0648\u0631 MCP \u0637\u0631\u0632 \u06a9\u06d2 \u0633\u06cc\u0679 \u0627\u067e \u06a9\u06d2 \u0633\u0627\u062a\u06be\u06d4 \u06cc\u06c1\u0627\u06ba \u0633\u06a9\u0631\u06cc\u067e\u0646\u06af \u06a9\u0648 \u06c1\u0631 \u0628\u0627\u0631 \u0634\u0631\u0648\u0639 \u0633\u06d2 \u062a\u0639\u0645\u06cc\u0631 \u06a9\u0631\u0646\u06d2 \u06a9\u06cc \u0628\u062c\u0627\u0626\u06d2 \u0645\u0627\u0646\u06af \u067e\u0631 \u0686\u0644\u0627\u06cc\u0627 \u062c\u0627\u0633\u06a9\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u0628\u0627\u062a \u0633\u0627\u062f\u06c1 \u06c1\u06d2\u06d4 \u0631\u0648\u0627\u06cc\u062a\u06cc \u0633\u06a9\u0631\u06cc\u067e\u0646\u06af \u0633\u0633\u0679\u0645 \u06a9\u0648 \u0628\u062a\u0627\u062a\u06cc \u06c1\u06d2 \u06a9\u06c1 \u0688\u06cc\u0679\u0627 \u06a9\u06c1\u0627\u06ba \u06c1\u06d2\u06d4 AI \u0633\u06a9\u0631\u06cc\u067e\u0646\u06af \u0633\u0633\u0679\u0645 \u06a9\u0648 \u0628\u062a\u0627\u062a\u06cc \u06c1\u06d2 \u06a9\u06c1 \u0688\u06cc\u0679\u0627 \u06a9\u0627 \u06a9\u06cc\u0627 \u0645\u0637\u0644\u0628 \u06c1\u06d2\u06d4<\/p>\n<p>\u06cc\u06c1 \u062c\u0627\u0646\u0646\u0627 \u06a9\u06c1 \u06c1\u0631 \u0627\u06cc\u06a9 \u06a9\u0648 \u06a9\u0628 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u0646\u0627 \u06c1\u06d2\u06d4<\/p>\n<\/p><\/div>\n<hr\/>\n<hr\/>\n<p data-test-label=\"social-row-cta\" class=\"social-row\">\n<p>    \u0627\u06af\u0631 \u0622\u067e \u0646\u06d2 \u0627\u0628 \u062a\u06a9 \u067e\u0691\u06be\u0627 \u06c1\u06d2 \u062a\u0648 \u0645\u0635\u0646\u0641 \u0645\u06cc\u06ba \u062f\u0644\u0686\u0633\u067e\u06cc \u06a9\u0627 \u0634\u06a9\u0631\u06cc\u06c1\u06d4 <button id=\"tweet-btn\" class=\"cta-button\" data-test-label=\"tweet-button\">\u0634\u06a9\u0631\u06cc\u06c1<\/button>\n<\/p>\n<div class=\"learn-cta-row\" data-test-label=\"learn-cta-row\">\n<p>        \u0645\u0641\u062a \u0645\u06cc\u06ba \u06a9\u0648\u0688 \u0633\u06cc\u06a9\u06be\u06cc\u06ba\u06d4 freeCodeCamp \u06a9\u06d2 \u0627\u0648\u067e\u0646 \u0633\u0648\u0631\u0633 \u0646\u0635\u0627\u0628 \u0646\u06d2 40,000 \u0633\u06d2 \u0632\u06cc\u0627\u062f\u06c1 \u0644\u0648\u06af\u0648\u06ba \u06a9\u0648 \u0628\u0637\u0648\u0631 \u0688\u06cc\u0648\u0644\u067e\u0631 \u0645\u0644\u0627\u0632\u0645\u062a\u06cc\u06ba \u0641\u0631\u0627\u06c1\u0645 \u06a9\u0631\u0646\u06d2 \u0645\u06cc\u06ba \u0645\u062f\u062f \u06a9\u06cc \u06c1\u06d2\u06d4 \u0634\u0631\u0648\u0639 \u06a9\u0631\u0646\u0627\n    <\/p>\n<\/div>\n<p>                <\/code><\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u0627\u0648\u067e\u0646 \u0648\u06cc\u0628 \u067e\u0631 \u0628\u06c1\u062a \u0632\u06cc\u0627\u062f\u06c1 \u0688\u06cc\u0679\u0627 \u0645\u0633\u0644\u0633\u0644 \u062a\u06cc\u0627\u0631 \u06a9\u06cc\u0627 \u062c\u0627 \u0631\u06c1\u0627 \u06c1\u06d2\u06d4 \u0645\u0635\u0646\u0648\u0639\u0627\u062a \u06a9\u06cc \u0642\u06cc\u0645\u062a\u06cc\u06ba \u062a\u0628\u062f\u06cc\u0644 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