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Home Al, Analytics and Automation

Crawlee for Python: Build a Web Crawling Pipeline with Robots Handling, Link Graphs, and RAG Chunk Export

Josh by Josh
June 21, 2026
in Al, Analytics and Automation
0
Crawlee for Python: Build a Web Crawling Pipeline with Robots Handling, Link Graphs, and RAG Chunk Export

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PRODUCTS = [
   {
       "sku": "CRW-101",
       "name": "Crawler Reliability Kit",
       "category": "automation",
       "price": 149.0,
       "rating": 4.8,
       "stock": 18,
       "features": ["retry policy", "queue replay", "structured logs"],
       "related": ["CRW-202", "CRW-303"],
   },
   {
       "sku": "CRW-202",
       "name": "Playwright Rendering Pack",
       "category": "browser",
       "price": 249.0,
       "rating": 4.7,
       "stock": 9,
       "features": ["headless chromium", "screenshots", "dynamic DOM extraction"],
       "related": ["CRW-101", "CRW-404"],
   },
   {
       "sku": "CRW-303",
       "name": "RAG Extraction Bundle",
       "category": "ai-data",
       "price": 199.0,
       "rating": 4.9,
       "stock": 13,
       "features": ["clean text chunks", "metadata capture", "JSONL export"],
       "related": ["CRW-101", "CRW-505"],
   },
   {
       "sku": "CRW-404",
       "name": "Anti-Fragile Session Toolkit",
       "category": "resilience",
       "price": 299.0,
       "rating": 4.6,
       "stock": 5,
       "features": ["session rotation", "state recovery", "graceful failures"],
       "related": ["CRW-202", "CRW-505"],
   },
   {
       "sku": "CRW-505",
       "name": "Data Export Control Plane",
       "category": "storage",
       "price": 179.0,
       "rating": 4.5,
       "stock": 21,
       "features": ["datasets", "key-value store", "CSV and JSON export"],
       "related": ["CRW-303", "CRW-404"],
   },
]
def layout(title, body, extra_head="", extra_script=""):
   css = """
   <style>
     body {
       font-family: Inter, system-ui, -apple-system, BlinkMacSystemFont, "Segoe UI", sans-serif;
       margin: 0;
       background: #f7f7fb;
       color: #1f2430;
     }
     header {
       background: #202638;
       color: white;
       padding: 28px 40px;
     }
     nav a {
       color: #dbe7ff;
       margin-right: 18px;
       text-decoration: none;
       font-weight: 600;
     }
     main {
       max-width: 1050px;
       margin: 0 auto;
       padding: 32px;
     }
     .grid {
       display: grid;
       grid-template-columns: repeat(auto-fit, minmax(230px, 1fr));
       gap: 18px;
     }
     .card, article, .panel {
       background: white;
       border: 1px solid #e5e7ef;
       border-radius: 16px;
       padding: 20px;
       box-shadow: 0 8px 25px rgba(20, 30, 60, 0.05);
     }
     .price {
       font-size: 1.3rem;
       font-weight: 800;
     }
     .tag {
       display: inline-block;
       background: #edf2ff;
       border: 1px solid #d6e0ff;
       border-radius: 999px;
       padding: 4px 10px;
       margin: 3px;
       font-size: 0.82rem;
     }
     .stock-low {
       color: #b42318;
       font-weight: 700;
     }
     .stock-ok {
       color: #067647;
       font-weight: 700;
     }
     code, pre {
       background: #111827;
       color: #d1fae5;
       border-radius: 10px;
     }
     pre {
       padding: 16px;
       overflow-x: auto;
     }
     footer {
       padding: 30px 40px;
       color: #606779;
     }
   </style>
   """
   return f"""
   <!doctype html>
   <html lang="en">
     <head>
       <meta charset="utf-8">
       <meta name="viewport" content="width=device-width, initial-scale=1">
       <meta name="description" content="{title} page for a Crawlee Python tutorial demo website.">
       <title>{title}</title>
       {css}
       {extra_head}
     </head>
     <body>
       <header>
         <h1>{title}</h1>
         <nav>
           <a href="https://www.marktechpost.com/index.html">Home</a>
           <a href="https://www.marktechpost.com/products/product-crw-101.html">Products</a>
           <a href="https://www.marktechpost.com/docs/getting-started.html">Docs</a>
           <a href="https://www.marktechpost.com/blog/crawling-at-scale.html">Blog</a>
           <a href="https://www.marktechpost.com/dynamic.html">Dynamic JS Page</a>
           <a href="https://www.marktechpost.com/admin/hidden.html">Admin</a>
         </nav>
       </header>
       <main>{body}</main>
       <footer>Local demo website generated for Crawlee Python advanced tutorial.</footer>
       {extra_script}
     </body>
   </html>
   """
def build_demo_site():
   write_file(
       SITE_DIR / "robots.txt",
       """
       User-agent: *
       Disallow: /admin/
       Allow: /
       """,
   )
   product_cards = []
   for product in PRODUCTS:
       product_cards.append(
           f"""
           <div class="card product-teaser" data-sku="{product['sku']}" data-category="{product['category']}">
             <h2><a href="https://www.marktechpost.com/products/product-{safe_slug(product["sku'])}.html">{product['name']}</a></h2>
             <p>{product['category']} crawler module with rating {product['rating']}.</p>
             <p class="price" data-price="{product['price']}">${product['price']:.2f}</p>
             <p class="{'stock-low' if product['stock'] < 10 else 'stock-ok'}">Stock: {product['stock']}</p>
           </div>
           """
       )
   write_file(
       SITE_DIR / "index.html",
       layout(
           "Crawlee Demo Commerce + Docs Hub",
           f"""
           <section class="panel">
             <h2>Why this site exists</h2>
             <p>
               This local website gives us predictable pages for testing Crawlee without scraping a third-party website.
               We include static HTML pages, documentation pages, product detail pages, a blog article, robots.txt,
               and a JavaScript-rendered page.
             </p>
           </section>
           <h2>Featured crawler modules</h2>
           <section class="grid">
             {''.join(product_cards)}
           </section>
           <section class="panel">
             <h2>Internal links for recursive crawling</h2>
             <ul>
               <li><a href="https://www.marktechpost.com/docs/getting-started.html">Getting started guide</a></li>
               <li><a href="https://www.marktechpost.com/docs/advanced-routing.html">Advanced routing guide</a></li>
               <li><a href="https://www.marktechpost.com/blog/crawling-at-scale.html">Crawling at scale article</a></li>
               <li><a href="https://www.marktechpost.com/dynamic.html">JavaScript-rendered catalog</a></li>
               <li><a href="https://www.marktechpost.com/admin/hidden.html">Admin page blocked by robots and crawler filters</a></li>
             </ul>
           </section>
           """,
       ),
   )
   for product in PRODUCTS:
       related_links = "\n".join(
           f'<li><a class="related-link" href="https://www.marktechpost.com/products/product-{safe_slug(sku)}.html">{sku}</a></li>'
           for sku in product["related"]
       )
       feature_list = "\n".join(f"<li>{feature}</li>" for feature in product["features"])
       json_ld = json.dumps(
           {
               "@context": "https://schema.org",
               "@type": "Product",
               "sku": product["sku"],
               "name": product["name"],
               "category": product["category"],
               "offers": {
                   "@type": "Offer",
                   "price": product["price"],
                   "priceCurrency": "USD",
               },
               "aggregateRating": {
                   "@type": "AggregateRating",
                   "ratingValue": product["rating"],
               },
           },
           indent=2,
       )
       write_file(
           SITE_DIR / "products" / f"product-{safe_slug(product['sku'])}.html",
           layout(
               f"{product['name']} | Product Detail",
               f"""
               <article class="product"
                        data-sku="{product['sku']}"
                        data-category="{product['category']}"
                        data-rating="{product['rating']}"
                        data-stock="{product['stock']}">
                 <h2 class="product-title">{product['name']}</h2>
                 <p class="sku">SKU: <strong>{product['sku']}</strong></p>
                 <p class="category">Category: <strong>{product['category']}</strong></p>
                 <p class="price" data-price="{product['price']}">${product['price']:.2f}</p>
                 <p class="rating">Rating: {product['rating']} / 5</p>
                 <p class="{'stock-low' if product['stock'] < 10 else 'stock-ok'}">Stock: {product['stock']}</p>
                 <h3>Features</h3>
                 <ul class="features">{feature_list}</ul>
                 <h3>Related modules</h3>
                 <ul>{related_links}</ul>
               </article>
               <script type="application/ld+json">{json_ld}</script>
               """,
           ),
       )

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